import pandas as pd
import numpy as np
import requests
import matplotlib.pyplot as plt
%matplotlib inline
import tweepy
import json
import os
import time
import seaborn as sns
# Reading the CSV file. It was uploaded to this projects workspace.
twitter_archive = pd.read_csv('twitter-archive-enhanced.csv')
twitter_archive.head()
| tweet_id | in_reply_to_status_id | in_reply_to_user_id | timestamp | source | text | retweeted_status_id | retweeted_status_user_id | retweeted_status_timestamp | expanded_urls | rating_numerator | rating_denominator | name | doggo | floofer | pupper | puppo | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 892420643555336193 | NaN | NaN | 2017-08-01 16:23:56 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Phineas. He's a mystical boy. Only eve... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/892420643... | 13 | 10 | Phineas | None | None | None | None |
| 1 | 892177421306343426 | NaN | NaN | 2017-08-01 00:17:27 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Tilly. She's just checking pup on you.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/892177421... | 13 | 10 | Tilly | None | None | None | None |
| 2 | 891815181378084864 | NaN | NaN | 2017-07-31 00:18:03 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Archie. He is a rare Norwegian Pouncin... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/891815181... | 12 | 10 | Archie | None | None | None | None |
| 3 | 891689557279858688 | NaN | NaN | 2017-07-30 15:58:51 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Darla. She commenced a snooze mid meal... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/891689557... | 13 | 10 | Darla | None | None | None | None |
| 4 | 891327558926688256 | NaN | NaN | 2017-07-29 16:00:24 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Franklin. He would like you to stop ca... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/891327558... | 12 | 10 | Franklin | None | None | None | None |
# URL is in the Project Details within Concepts of this Udacity Project. We will be downloading this file programmatically
# Then using request libraries
url = 'https://d17h27t6h515a5.cloudfront.net/topher/2017/August/599fd2ad_image-predictions/image-predictions.tsv'
# Make a folder and name it using the url. Backwards slicing up to the slash
folder_name = url.split('/')[-1]
response = requests.get(url)
# If there is no folder, make one. If there is a folder, open it and write it.
if not os.path.exists(folder_name):
with open(folder_name, mode='wb') as f:
f.write(response.content)
# Reading the tsv file. Since this is a tsv, not a csv, we need to use the arguement sep.
image_prediction = pd.read_csv(folder_name, sep='\t', encoding='utf-8')
image_prediction
| tweet_id | jpg_url | img_num | p1 | p1_conf | p1_dog | p2 | p2_conf | p2_dog | p3 | p3_conf | p3_dog | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 666020888022790149 | https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg | 1 | Welsh_springer_spaniel | 0.465074 | True | collie | 0.156665 | True | Shetland_sheepdog | 0.061428 | True |
| 1 | 666029285002620928 | https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg | 1 | redbone | 0.506826 | True | miniature_pinscher | 0.074192 | True | Rhodesian_ridgeback | 0.072010 | True |
| 2 | 666033412701032449 | https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg | 1 | German_shepherd | 0.596461 | True | malinois | 0.138584 | True | bloodhound | 0.116197 | True |
| 3 | 666044226329800704 | https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg | 1 | Rhodesian_ridgeback | 0.408143 | True | redbone | 0.360687 | True | miniature_pinscher | 0.222752 | True |
| 4 | 666049248165822465 | https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg | 1 | miniature_pinscher | 0.560311 | True | Rottweiler | 0.243682 | True | Doberman | 0.154629 | True |
| 5 | 666050758794694657 | https://pbs.twimg.com/media/CT5Jof1WUAEuVxN.jpg | 1 | Bernese_mountain_dog | 0.651137 | True | English_springer | 0.263788 | True | Greater_Swiss_Mountain_dog | 0.016199 | True |
| 6 | 666051853826850816 | https://pbs.twimg.com/media/CT5KoJ1WoAAJash.jpg | 1 | box_turtle | 0.933012 | False | mud_turtle | 0.045885 | False | terrapin | 0.017885 | False |
| 7 | 666055525042405380 | https://pbs.twimg.com/media/CT5N9tpXIAAifs1.jpg | 1 | chow | 0.692517 | True | Tibetan_mastiff | 0.058279 | True | fur_coat | 0.054449 | False |
| 8 | 666057090499244032 | https://pbs.twimg.com/media/CT5PY90WoAAQGLo.jpg | 1 | shopping_cart | 0.962465 | False | shopping_basket | 0.014594 | False | golden_retriever | 0.007959 | True |
| 9 | 666058600524156928 | https://pbs.twimg.com/media/CT5Qw94XAAA_2dP.jpg | 1 | miniature_poodle | 0.201493 | True | komondor | 0.192305 | True | soft-coated_wheaten_terrier | 0.082086 | True |
| 10 | 666063827256086533 | https://pbs.twimg.com/media/CT5Vg_wXIAAXfnj.jpg | 1 | golden_retriever | 0.775930 | True | Tibetan_mastiff | 0.093718 | True | Labrador_retriever | 0.072427 | True |
| 11 | 666071193221509120 | https://pbs.twimg.com/media/CT5cN_3WEAAlOoZ.jpg | 1 | Gordon_setter | 0.503672 | True | Yorkshire_terrier | 0.174201 | True | Pekinese | 0.109454 | True |
| 12 | 666073100786774016 | https://pbs.twimg.com/media/CT5d9DZXAAALcwe.jpg | 1 | Walker_hound | 0.260857 | True | English_foxhound | 0.175382 | True | Ibizan_hound | 0.097471 | True |
| 13 | 666082916733198337 | https://pbs.twimg.com/media/CT5m4VGWEAAtKc8.jpg | 1 | pug | 0.489814 | True | bull_mastiff | 0.404722 | True | French_bulldog | 0.048960 | True |
| 14 | 666094000022159362 | https://pbs.twimg.com/media/CT5w9gUW4AAsBNN.jpg | 1 | bloodhound | 0.195217 | True | German_shepherd | 0.078260 | True | malinois | 0.075628 | True |
| 15 | 666099513787052032 | https://pbs.twimg.com/media/CT51-JJUEAA6hV8.jpg | 1 | Lhasa | 0.582330 | True | Shih-Tzu | 0.166192 | True | Dandie_Dinmont | 0.089688 | True |
| 16 | 666102155909144576 | https://pbs.twimg.com/media/CT54YGiWUAEZnoK.jpg | 1 | English_setter | 0.298617 | True | Newfoundland | 0.149842 | True | borzoi | 0.133649 | True |
| 17 | 666104133288665088 | https://pbs.twimg.com/media/CT56LSZWoAAlJj2.jpg | 1 | hen | 0.965932 | False | cock | 0.033919 | False | partridge | 0.000052 | False |
| 18 | 666268910803644416 | https://pbs.twimg.com/media/CT8QCd1WEAADXws.jpg | 1 | desktop_computer | 0.086502 | False | desk | 0.085547 | False | bookcase | 0.079480 | False |
| 19 | 666273097616637952 | https://pbs.twimg.com/media/CT8T1mtUwAA3aqm.jpg | 1 | Italian_greyhound | 0.176053 | True | toy_terrier | 0.111884 | True | basenji | 0.111152 | True |
| 20 | 666287406224695296 | https://pbs.twimg.com/media/CT8g3BpUEAAuFjg.jpg | 1 | Maltese_dog | 0.857531 | True | toy_poodle | 0.063064 | True | miniature_poodle | 0.025581 | True |
| 21 | 666293911632134144 | https://pbs.twimg.com/media/CT8mx7KW4AEQu8N.jpg | 1 | three-toed_sloth | 0.914671 | False | otter | 0.015250 | False | great_grey_owl | 0.013207 | False |
| 22 | 666337882303524864 | https://pbs.twimg.com/media/CT9OwFIWEAMuRje.jpg | 1 | ox | 0.416669 | False | Newfoundland | 0.278407 | True | groenendael | 0.102643 | True |
| 23 | 666345417576210432 | https://pbs.twimg.com/media/CT9Vn7PWoAA_ZCM.jpg | 1 | golden_retriever | 0.858744 | True | Chesapeake_Bay_retriever | 0.054787 | True | Labrador_retriever | 0.014241 | True |
| 24 | 666353288456101888 | https://pbs.twimg.com/media/CT9cx0tUEAAhNN_.jpg | 1 | malamute | 0.336874 | True | Siberian_husky | 0.147655 | True | Eskimo_dog | 0.093412 | True |
| 25 | 666362758909284353 | https://pbs.twimg.com/media/CT9lXGsUcAAyUFt.jpg | 1 | guinea_pig | 0.996496 | False | skunk | 0.002402 | False | hamster | 0.000461 | False |
| 26 | 666373753744588802 | https://pbs.twimg.com/media/CT9vZEYWUAAlZ05.jpg | 1 | soft-coated_wheaten_terrier | 0.326467 | True | Afghan_hound | 0.259551 | True | briard | 0.206803 | True |
| 27 | 666396247373291520 | https://pbs.twimg.com/media/CT-D2ZHWIAA3gK1.jpg | 1 | Chihuahua | 0.978108 | True | toy_terrier | 0.009397 | True | papillon | 0.004577 | True |
| 28 | 666407126856765440 | https://pbs.twimg.com/media/CT-NvwmW4AAugGZ.jpg | 1 | black-and-tan_coonhound | 0.529139 | True | bloodhound | 0.244220 | True | flat-coated_retriever | 0.173810 | True |
| 29 | 666411507551481857 | https://pbs.twimg.com/media/CT-RugiWIAELEaq.jpg | 1 | coho | 0.404640 | False | barracouta | 0.271485 | False | gar | 0.189945 | False |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 2045 | 886366144734445568 | https://pbs.twimg.com/media/DE0BTnQUwAApKEH.jpg | 1 | French_bulldog | 0.999201 | True | Chihuahua | 0.000361 | True | Boston_bull | 0.000076 | True |
| 2046 | 886680336477933568 | https://pbs.twimg.com/media/DE4fEDzWAAAyHMM.jpg | 1 | convertible | 0.738995 | False | sports_car | 0.139952 | False | car_wheel | 0.044173 | False |
| 2047 | 886736880519319552 | https://pbs.twimg.com/media/DE5Se8FXcAAJFx4.jpg | 1 | kuvasz | 0.309706 | True | Great_Pyrenees | 0.186136 | True | Dandie_Dinmont | 0.086346 | True |
| 2048 | 886983233522544640 | https://pbs.twimg.com/media/DE8yicJW0AAAvBJ.jpg | 2 | Chihuahua | 0.793469 | True | toy_terrier | 0.143528 | True | can_opener | 0.032253 | False |
| 2049 | 887101392804085760 | https://pbs.twimg.com/media/DE-eAq6UwAA-jaE.jpg | 1 | Samoyed | 0.733942 | True | Eskimo_dog | 0.035029 | True | Staffordshire_bullterrier | 0.029705 | True |
| 2050 | 887343217045368832 | https://pbs.twimg.com/ext_tw_video_thumb/88734... | 1 | Mexican_hairless | 0.330741 | True | sea_lion | 0.275645 | False | Weimaraner | 0.134203 | True |
| 2051 | 887473957103951883 | https://pbs.twimg.com/media/DFDw2tyUQAAAFke.jpg | 2 | Pembroke | 0.809197 | True | Rhodesian_ridgeback | 0.054950 | True | beagle | 0.038915 | True |
| 2052 | 887517139158093824 | https://pbs.twimg.com/ext_tw_video_thumb/88751... | 1 | limousine | 0.130432 | False | tow_truck | 0.029175 | False | shopping_cart | 0.026321 | False |
| 2053 | 887705289381826560 | https://pbs.twimg.com/media/DFHDQBbXgAEqY7t.jpg | 1 | basset | 0.821664 | True | redbone | 0.087582 | True | Weimaraner | 0.026236 | True |
| 2054 | 888078434458587136 | https://pbs.twimg.com/media/DFMWn56WsAAkA7B.jpg | 1 | French_bulldog | 0.995026 | True | pug | 0.000932 | True | bull_mastiff | 0.000903 | True |
| 2055 | 888202515573088257 | https://pbs.twimg.com/media/DFDw2tyUQAAAFke.jpg | 2 | Pembroke | 0.809197 | True | Rhodesian_ridgeback | 0.054950 | True | beagle | 0.038915 | True |
| 2056 | 888554962724278272 | https://pbs.twimg.com/media/DFTH_O-UQAACu20.jpg | 3 | Siberian_husky | 0.700377 | True | Eskimo_dog | 0.166511 | True | malamute | 0.111411 | True |
| 2057 | 888804989199671297 | https://pbs.twimg.com/media/DFWra-3VYAA2piG.jpg | 1 | golden_retriever | 0.469760 | True | Labrador_retriever | 0.184172 | True | English_setter | 0.073482 | True |
| 2058 | 888917238123831296 | https://pbs.twimg.com/media/DFYRgsOUQAARGhO.jpg | 1 | golden_retriever | 0.714719 | True | Tibetan_mastiff | 0.120184 | True | Labrador_retriever | 0.105506 | True |
| 2059 | 889278841981685760 | https://pbs.twimg.com/ext_tw_video_thumb/88927... | 1 | whippet | 0.626152 | True | borzoi | 0.194742 | True | Saluki | 0.027351 | True |
| 2060 | 889531135344209921 | https://pbs.twimg.com/media/DFg_2PVW0AEHN3p.jpg | 1 | golden_retriever | 0.953442 | True | Labrador_retriever | 0.013834 | True | redbone | 0.007958 | True |
| 2061 | 889638837579907072 | https://pbs.twimg.com/media/DFihzFfXsAYGDPR.jpg | 1 | French_bulldog | 0.991650 | True | boxer | 0.002129 | True | Staffordshire_bullterrier | 0.001498 | True |
| 2062 | 889665388333682689 | https://pbs.twimg.com/media/DFi579UWsAAatzw.jpg | 1 | Pembroke | 0.966327 | True | Cardigan | 0.027356 | True | basenji | 0.004633 | True |
| 2063 | 889880896479866881 | https://pbs.twimg.com/media/DFl99B1WsAITKsg.jpg | 1 | French_bulldog | 0.377417 | True | Labrador_retriever | 0.151317 | True | muzzle | 0.082981 | False |
| 2064 | 890006608113172480 | https://pbs.twimg.com/media/DFnwSY4WAAAMliS.jpg | 1 | Samoyed | 0.957979 | True | Pomeranian | 0.013884 | True | chow | 0.008167 | True |
| 2065 | 890240255349198849 | https://pbs.twimg.com/media/DFrEyVuW0AAO3t9.jpg | 1 | Pembroke | 0.511319 | True | Cardigan | 0.451038 | True | Chihuahua | 0.029248 | True |
| 2066 | 890609185150312448 | https://pbs.twimg.com/media/DFwUU__XcAEpyXI.jpg | 1 | Irish_terrier | 0.487574 | True | Irish_setter | 0.193054 | True | Chesapeake_Bay_retriever | 0.118184 | True |
| 2067 | 890729181411237888 | https://pbs.twimg.com/media/DFyBahAVwAAhUTd.jpg | 2 | Pomeranian | 0.566142 | True | Eskimo_dog | 0.178406 | True | Pembroke | 0.076507 | True |
| 2068 | 890971913173991426 | https://pbs.twimg.com/media/DF1eOmZXUAALUcq.jpg | 1 | Appenzeller | 0.341703 | True | Border_collie | 0.199287 | True | ice_lolly | 0.193548 | False |
| 2069 | 891087950875897856 | https://pbs.twimg.com/media/DF3HwyEWsAABqE6.jpg | 1 | Chesapeake_Bay_retriever | 0.425595 | True | Irish_terrier | 0.116317 | True | Indian_elephant | 0.076902 | False |
| 2070 | 891327558926688256 | https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg | 2 | basset | 0.555712 | True | English_springer | 0.225770 | True | German_short-haired_pointer | 0.175219 | True |
| 2071 | 891689557279858688 | https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg | 1 | paper_towel | 0.170278 | False | Labrador_retriever | 0.168086 | True | spatula | 0.040836 | False |
| 2072 | 891815181378084864 | https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg | 1 | Chihuahua | 0.716012 | True | malamute | 0.078253 | True | kelpie | 0.031379 | True |
| 2073 | 892177421306343426 | https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg | 1 | Chihuahua | 0.323581 | True | Pekinese | 0.090647 | True | papillon | 0.068957 | True |
| 2074 | 892420643555336193 | https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg | 1 | orange | 0.097049 | False | bagel | 0.085851 | False | banana | 0.076110 | False |
2075 rows × 12 columns
# Create an API object
# These should not be included in submission. Change to '' before submitting project.
consumer_key = ''
consumer_secret = ''
access_token = ''
access_secret = ''
auth = tweepy.OAuthHandler(consumer_key, consumer_secret)
auth.set_access_token(access_token, access_secret)
api = tweepy.API(auth, wait_on_rate_limit=True, wait_on_rate_limit_notify=True)
# api.get_status can be used to return a tweet using its id
# # Create the JSON file. Store on tweet_json.txt
# # Use try-except block to handle the errors due to deleted tweets
# # This loop could take 20-30 minutes. Twitter rate limits are divided into 15 minute intervals.
# count = 0
# fails_dict = {}
# start = time.time()
# with open('tweet_json.txt', 'w') as f:
# for tweet_id in twitter_archive['tweet_id']:
# count += 1
# # if count == 5: # Break to make sure the code is working.
# # break
# print(str(count) + ': ' + str(tweet_id))
# try:
# tweet = api.get_status(tweet_id, tweet_mode='extended')
# print('Success')
# json.dump(tweet._json, f)
# f.write('\n')
# except tweepy.TweepError as e:
# print('Fail')
# fails_dict[tweet_id] = e
# pass
# end = time.time()
# print(end - start)
# print(fails_dict)
# Conmvert the txt file into a data list.
tweet_list = []
with open('tweet_json.txt') as file:
for line in file:
tweet_list.append(json.loads(line))
tweet_list # id, retweet_count and favorite_count are the columns to be used in this analysis
[{'created_at': 'Tue Aug 01 16:23:56 +0000 2017',
'id': 892420643555336193,
'id_str': '892420643555336193',
'full_text': "This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU",
'truncated': False,
'display_text_range': [0, 85],
'entities': {'hashtags': [],
'symbols': [],
'user_mentions': [],
'urls': [],
'media': [{'id': 892420639486877696,
'id_str': '892420639486877696',
'indices': [86, 109],
'media_url': 'http://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg',
'media_url_https': 'https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg',
'url': 'https://t.co/MgUWQ76dJU',
'display_url': 'pic.twitter.com/MgUWQ76dJU',
'expanded_url': 'https://twitter.com/dog_rates/status/892420643555336193/photo/1',
'type': 'photo',
'sizes': {'thumb': {'w': 150, 'h': 150, 'resize': 'crop'},
'medium': {'w': 540, 'h': 528, 'resize': 'fit'},
'small': {'w': 540, 'h': 528, 'resize': 'fit'},
'large': {'w': 540, 'h': 528, 'resize': 'fit'}}}]},
'extended_entities': {'media': [{'id': 892420639486877696,
'id_str': '892420639486877696',
'indices': [86, 109],
'media_url': 'http://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg',
'media_url_https': 'https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg',
'url': 'https://t.co/MgUWQ76dJU',
'display_url': 'pic.twitter.com/MgUWQ76dJU',
'expanded_url': 'https://twitter.com/dog_rates/status/892420643555336193/photo/1',
'type': 'photo',
'sizes': {'thumb': {'w': 150, 'h': 150, 'resize': 'crop'},
'medium': {'w': 540, 'h': 528, 'resize': 'fit'},
'small': {'w': 540, 'h': 528, 'resize': 'fit'},
'large': {'w': 540, 'h': 528, 'resize': 'fit'}}}]},
'source': '<a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a>',
'in_reply_to_status_id': None,
'in_reply_to_status_id_str': None,
'in_reply_to_user_id': None,
'in_reply_to_user_id_str': None,
'in_reply_to_screen_name': None,
'user': {'id': 4196983835,
'id_str': '4196983835',
'name': 'WeRateDogs®',
'screen_name': 'dog_rates',
'location': 'links and things ➜',
'description': 'Your Only Source For Professional Dog Ratings Instagram and Facebook ➜ WeRateDogs partnerships@weratedogs.com ⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀',
'url': 'https://t.co/6ytGi24QCk',
'entities': {'url': {'urls': [{'url': 'https://t.co/6ytGi24QCk',
'expanded_url': 'http://campsite.bio/weratedogs',
'display_url': 'campsite.bio/weratedogs',
'indices': [0, 23]}]},
'description': {'urls': []}},
'protected': False,
'followers_count': 8992077,
'friends_count': 16,
'listed_count': 6492,
'created_at': 'Sun Nov 15 21:41:29 +0000 2015',
'favourites_count': 145877,
'utc_offset': None,
'time_zone': None,
'geo_enabled': True,
'verified': True,
'statuses_count': 13613,
'lang': None,
'contributors_enabled': False,
'is_translator': False,
'is_translation_enabled': False,
'profile_background_color': '000000',
'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme1/bg.png',
'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme1/bg.png',
'profile_background_tile': False,
'profile_image_url': 'http://pbs.twimg.com/profile_images/1351720980972933122/I3MnYUdm_normal.jpg',
'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1351720980972933122/I3MnYUdm_normal.jpg',
'profile_banner_url': 'https://pbs.twimg.com/profile_banners/4196983835/1611883974',
'profile_link_color': 'F5ABB5',
'profile_sidebar_border_color': '000000',
'profile_sidebar_fill_color': '000000',
'profile_text_color': '000000',
'profile_use_background_image': False,
'has_extended_profile': False,
'default_profile': False,
'default_profile_image': False,
'following': False,
'follow_request_sent': False,
'notifications': False,
'translator_type': 'none'},
'geo': None,
'coordinates': None,
'place': None,
'contributors': None,
'is_quote_status': False,
'retweet_count': 7334,
'favorite_count': 34952,
'favorited': False,
'retweeted': False,
'possibly_sensitive': False,
'possibly_sensitive_appealable': False,
'lang': 'en'},
{'created_at': 'Tue Aug 01 00:17:27 +0000 2017',
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'display_url': 'campsite.bio/weratedogs',
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'description': {'urls': []}},
'protected': False,
'followers_count': 8992109,
'friends_count': 16,
'listed_count': 6492,
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'favourites_count': 145876,
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'time_zone': None,
'geo_enabled': True,
'verified': True,
'statuses_count': 13612,
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'contributors_enabled': False,
'is_translator': False,
'is_translation_enabled': False,
'profile_background_color': '000000',
'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme1/bg.png',
'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme1/bg.png',
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'profile_link_color': 'F5ABB5',
'profile_sidebar_border_color': '000000',
'profile_sidebar_fill_color': '000000',
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'default_profile': False,
'default_profile_image': False,
'following': False,
'follow_request_sent': False,
'notifications': False,
'translator_type': 'none'},
'geo': None,
'coordinates': None,
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'retweeted_status': {'created_at': 'Sat Nov 21 00:46:50 +0000 2015',
'id': 667866724293877760,
'id_str': '667866724293877760',
'full_text': "This is Shaggy. He knows exactly how to solve the puzzle but can't talk. All he wants to do is help. 10/10 great guy https://t.co/SBmWbfAg6X",
'truncated': False,
'display_text_range': [0, 140],
'entities': {'hashtags': [],
'symbols': [],
'user_mentions': [],
'urls': [],
'media': [{'id': 667866720170852352,
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'media_url_https': 'https://pbs.twimg.com/media/CUS9PlUWwAANeAD.jpg',
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'display_url': 'pic.twitter.com/SBmWbfAg6X',
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'sizes': {'thumb': {'w': 150, 'h': 150, 'resize': 'crop'},
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'sizes': {'thumb': {'w': 150, 'h': 150, 'resize': 'crop'},
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'source': '<a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a>',
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'in_reply_to_status_id_str': None,
'in_reply_to_user_id': None,
'in_reply_to_user_id_str': None,
'in_reply_to_screen_name': None,
'user': {'id': 4196983835,
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'name': 'WeRateDogs®',
'screen_name': 'dog_rates',
'location': 'links and things ➜',
'description': 'Your Only Source For Professional Dog Ratings Instagram and Facebook ➜ WeRateDogs partnerships@weratedogs.com ⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀',
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'display_url': 'campsite.bio/weratedogs',
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'description': {'urls': []}},
'protected': False,
'followers_count': 8992109,
'friends_count': 16,
'listed_count': 6492,
'created_at': 'Sun Nov 15 21:41:29 +0000 2015',
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'utc_offset': None,
'time_zone': None,
'geo_enabled': True,
'verified': True,
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'translator_type': 'none'},
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'is_quote_status': False,
'retweet_count': 938,
'favorite_count': 2807,
'favorited': False,
'retweeted': False,
'possibly_sensitive': False,
'possibly_sensitive_appealable': False,
'lang': 'en'},
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'retweet_count': 938,
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'favorited': False,
'retweeted': False,
'lang': 'en'},
...]
# Make the dataframe and name the columns
tweet_data = pd.DataFrame(tweet_list, columns = ['id',
'retweet_count',
'favorite_count'])
tweet_data.head()
| id | retweet_count | favorite_count | |
|---|---|---|---|
| 0 | 892420643555336193 | 7334 | 34952 |
| 1 | 892177421306343426 | 5473 | 30262 |
| 2 | 891815181378084864 | 3620 | 22777 |
| 3 | 891689557279858688 | 7522 | 38226 |
| 4 | 891327558926688256 | 8095 | 36491 |
twitter_archive.head()
| tweet_id | in_reply_to_status_id | in_reply_to_user_id | timestamp | source | text | retweeted_status_id | retweeted_status_user_id | retweeted_status_timestamp | expanded_urls | rating_numerator | rating_denominator | name | doggo | floofer | pupper | puppo | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 892420643555336193 | NaN | NaN | 2017-08-01 16:23:56 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Phineas. He's a mystical boy. Only eve... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/892420643... | 13 | 10 | Phineas | None | None | None | None |
| 1 | 892177421306343426 | NaN | NaN | 2017-08-01 00:17:27 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Tilly. She's just checking pup on you.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/892177421... | 13 | 10 | Tilly | None | None | None | None |
| 2 | 891815181378084864 | NaN | NaN | 2017-07-31 00:18:03 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Archie. He is a rare Norwegian Pouncin... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/891815181... | 12 | 10 | Archie | None | None | None | None |
| 3 | 891689557279858688 | NaN | NaN | 2017-07-30 15:58:51 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Darla. She commenced a snooze mid meal... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/891689557... | 13 | 10 | Darla | None | None | None | None |
| 4 | 891327558926688256 | NaN | NaN | 2017-07-29 16:00:24 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Franklin. He would like you to stop ca... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/891327558... | 12 | 10 | Franklin | None | None | None | None |
twitter_archive columns
twitter_archive.info()
# timestamps not timestamps
# status id reply and retweets are floats but should be objects
# dogs categories can be put into one column
<class 'pandas.core.frame.DataFrame'> RangeIndex: 2356 entries, 0 to 2355 Data columns (total 17 columns): tweet_id 2356 non-null int64 in_reply_to_status_id 78 non-null float64 in_reply_to_user_id 78 non-null float64 timestamp 2356 non-null object source 2356 non-null object text 2356 non-null object retweeted_status_id 181 non-null float64 retweeted_status_user_id 181 non-null float64 retweeted_status_timestamp 181 non-null object expanded_urls 2297 non-null object rating_numerator 2356 non-null int64 rating_denominator 2356 non-null int64 name 2356 non-null object doggo 2356 non-null object floofer 2356 non-null object pupper 2356 non-null object puppo 2356 non-null object dtypes: float64(4), int64(3), object(10) memory usage: 313.0+ KB
# 2297 expanded_urls. Missing urls = deleted tweet?
twitter_archive[twitter_archive['expanded_urls'].isnull()]
| tweet_id | in_reply_to_status_id | in_reply_to_user_id | timestamp | source | text | retweeted_status_id | retweeted_status_user_id | retweeted_status_timestamp | expanded_urls | rating_numerator | rating_denominator | name | doggo | floofer | pupper | puppo | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 30 | 886267009285017600 | 8.862664e+17 | 2.281182e+09 | 2017-07-15 16:51:35 +0000 | <a href="http://twitter.com/download/iphone" r... | @NonWhiteHat @MayhewMayhem omg hello tanner yo... | NaN | NaN | NaN | NaN | 12 | 10 | None | None | None | None | None |
| 55 | 881633300179243008 | 8.816070e+17 | 4.738443e+07 | 2017-07-02 21:58:53 +0000 | <a href="http://twitter.com/download/iphone" r... | @roushfenway These are good dogs but 17/10 is ... | NaN | NaN | NaN | NaN | 17 | 10 | None | None | None | None | None |
| 64 | 879674319642796034 | 8.795538e+17 | 3.105441e+09 | 2017-06-27 12:14:36 +0000 | <a href="http://twitter.com/download/iphone" r... | @RealKentMurphy 14/10 confirmed | NaN | NaN | NaN | NaN | 14 | 10 | None | None | None | None | None |
| 113 | 870726314365509632 | 8.707262e+17 | 1.648776e+07 | 2017-06-02 19:38:25 +0000 | <a href="http://twitter.com/download/iphone" r... | @ComplicitOwl @ShopWeRateDogs >10/10 is res... | NaN | NaN | NaN | NaN | 10 | 10 | None | None | None | None | None |
| 148 | 863427515083354112 | 8.634256e+17 | 7.759620e+07 | 2017-05-13 16:15:35 +0000 | <a href="http://twitter.com/download/iphone" r... | @Jack_Septic_Eye I'd need a few more pics to p... | NaN | NaN | NaN | NaN | 12 | 10 | None | None | None | None | None |
| 179 | 857214891891077121 | 8.571567e+17 | 1.806710e+08 | 2017-04-26 12:48:51 +0000 | <a href="http://twitter.com/download/iphone" r... | @Marc_IRL pixelated af 12/10 | NaN | NaN | NaN | NaN | 12 | 10 | None | None | None | None | None |
| 185 | 856330835276025856 | NaN | NaN | 2017-04-24 02:15:55 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @Jenna_Marbles: @dog_rates Thanks for ratin... | 8.563302e+17 | 66699013.0 | 2017-04-24 02:13:14 +0000 | NaN | 14 | 10 | None | None | None | None | None |
| 186 | 856288084350160898 | 8.562860e+17 | 2.792810e+08 | 2017-04-23 23:26:03 +0000 | <a href="http://twitter.com/download/iphone" r... | @xianmcguire @Jenna_Marbles Kardashians wouldn... | NaN | NaN | NaN | NaN | 14 | 10 | None | None | None | None | None |
| 188 | 855862651834028034 | 8.558616e+17 | 1.943518e+08 | 2017-04-22 19:15:32 +0000 | <a href="http://twitter.com/download/iphone" r... | @dhmontgomery We also gave snoop dogg a 420/10... | NaN | NaN | NaN | NaN | 420 | 10 | None | None | None | None | None |
| 189 | 855860136149123072 | 8.558585e+17 | 1.361572e+07 | 2017-04-22 19:05:32 +0000 | <a href="http://twitter.com/download/iphone" r... | @s8n You tried very hard to portray this good ... | NaN | NaN | NaN | NaN | 666 | 10 | None | None | None | None | None |
| 218 | 850333567704068097 | 8.503288e+17 | 2.195506e+07 | 2017-04-07 13:04:55 +0000 | <a href="http://twitter.com/download/iphone" r... | @markhoppus MARK THAT DOG HAS SEEN AND EXPERIE... | NaN | NaN | NaN | NaN | 13 | 10 | None | None | None | None | None |
| 228 | 848213670039564288 | 8.482121e+17 | 4.196984e+09 | 2017-04-01 16:41:12 +0000 | <a href="http://twitter.com/download/iphone" r... | Jerry just apuppologized to me. He said there ... | NaN | NaN | NaN | NaN | 11 | 10 | None | None | None | None | None |
| 234 | 847617282490613760 | 8.476062e+17 | 4.196984e+09 | 2017-03-31 01:11:22 +0000 | <a href="http://twitter.com/download/iphone" r... | .@breaannanicolee PUPDATE: Cannon has a heart ... | NaN | NaN | NaN | NaN | 13 | 10 | None | None | None | None | None |
| 274 | 840698636975636481 | 8.406983e+17 | 8.405479e+17 | 2017-03-11 22:59:09 +0000 | <a href="http://twitter.com/download/iphone" r... | @0_kelvin_0 >10/10 is reserved for puppos s... | NaN | NaN | NaN | NaN | 10 | 10 | None | None | None | None | None |
| 290 | 838150277551247360 | 8.381455e+17 | 2.195506e+07 | 2017-03-04 22:12:52 +0000 | <a href="http://twitter.com/download/iphone" r... | @markhoppus 182/10 | NaN | NaN | NaN | NaN | 182 | 10 | None | None | None | None | None |
| 291 | 838085839343206401 | 8.380855e+17 | 2.894131e+09 | 2017-03-04 17:56:49 +0000 | <a href="http://twitter.com/download/iphone" r... | @bragg6of8 @Andy_Pace_ we are still looking fo... | NaN | NaN | NaN | NaN | 15 | 10 | None | None | None | None | None |
| 313 | 835246439529840640 | 8.352460e+17 | 2.625958e+07 | 2017-02-24 21:54:03 +0000 | <a href="http://twitter.com/download/iphone" r... | @jonnysun @Lin_Manuel ok jomny I know you're e... | NaN | NaN | NaN | NaN | 960 | 0 | None | None | None | None | None |
| 342 | 832088576586297345 | 8.320875e+17 | 3.058208e+07 | 2017-02-16 04:45:50 +0000 | <a href="http://twitter.com/download/iphone" r... | @docmisterio account started on 11/15/15 | NaN | NaN | NaN | NaN | 11 | 15 | None | None | None | None | None |
| 346 | 831926988323639298 | 8.319030e+17 | 2.068372e+07 | 2017-02-15 18:03:45 +0000 | <a href="http://twitter.com/download/iphone" r... | @UNC can confirm 12/10 | NaN | NaN | NaN | NaN | 12 | 10 | None | None | None | None | None |
| 375 | 828361771580813312 | NaN | NaN | 2017-02-05 21:56:51 +0000 | <a href="http://twitter.com" rel="nofollow">Tw... | Beebop and Doobert should start a band 12/10 w... | NaN | NaN | NaN | NaN | 12 | 10 | None | None | None | None | None |
| 387 | 826598799820865537 | 8.265984e+17 | 4.196984e+09 | 2017-02-01 01:11:25 +0000 | <a href="http://twitter.com/download/iphone" r... | I was going to do 007/10, but the joke wasn't ... | NaN | NaN | NaN | NaN | 7 | 10 | None | None | None | None | None |
| 409 | 823333489516937216 | 8.233264e+17 | 1.582854e+09 | 2017-01-23 00:56:15 +0000 | <a href="http://twitter.com/download/iphone" r... | @HistoryInPics 13/10 | NaN | NaN | NaN | NaN | 13 | 10 | None | None | None | None | None |
| 427 | 821153421864615936 | 8.211526e+17 | 1.132119e+08 | 2017-01-17 00:33:26 +0000 | <a href="http://twitter.com/download/iphone" r... | @imgur for a polar bear tho I'd say 13/10 is a... | NaN | NaN | NaN | NaN | 13 | 10 | None | None | None | None | None |
| 498 | 813130366689148928 | 8.131273e+17 | 4.196984e+09 | 2016-12-25 21:12:41 +0000 | <a href="http://twitter.com/download/iphone" r... | I've been informed by multiple sources that th... | NaN | NaN | NaN | NaN | 12 | 10 | None | None | None | None | None |
| 513 | 811647686436880384 | 8.116272e+17 | 4.196984e+09 | 2016-12-21 19:01:02 +0000 | <a href="http://twitter.com/download/iphone" r... | PUPDATE: I've been informed that Augie was act... | NaN | NaN | NaN | NaN | 11 | 10 | None | None | None | None | None |
| 570 | 801854953262350336 | 8.018543e+17 | 1.185634e+07 | 2016-11-24 18:28:13 +0000 | <a href="http://twitter.com/download/iphone" r... | .@NBCSports OMG THE TINY HAT I'M GOING TO HAVE... | NaN | NaN | NaN | NaN | 11 | 10 | None | None | None | None | None |
| 576 | 800859414831898624 | 8.008580e+17 | 2.918590e+08 | 2016-11-22 00:32:18 +0000 | <a href="http://twitter.com/download/iphone" r... | @SkyWilliams doggo simply protecting you from ... | NaN | NaN | NaN | NaN | 11 | 10 | None | doggo | None | None | None |
| 611 | 797165961484890113 | 7.971238e+17 | 2.916630e+07 | 2016-11-11 19:55:50 +0000 | <a href="http://twitter.com/download/iphone" r... | @JODYHiGHROLLER it may be an 11/10 but what do... | NaN | NaN | NaN | NaN | 11 | 10 | None | None | None | None | None |
| 701 | 786051337297522688 | 7.727430e+17 | 7.305050e+17 | 2016-10-12 03:50:17 +0000 | <a href="http://twitter.com/download/iphone" r... | 13/10 for breakdancing puppo @shibbnbot | NaN | NaN | NaN | NaN | 13 | 10 | None | None | None | None | puppo |
| 707 | 785515384317313025 | NaN | NaN | 2016-10-10 16:20:36 +0000 | <a href="http://twitter.com/download/iphone" r... | Today, 10/10, should be National Dog Rates Day | NaN | NaN | NaN | NaN | 10 | 10 | None | None | None | None | None |
| 843 | 766714921925144576 | 7.667118e+17 | 4.196984e+09 | 2016-08-19 19:14:16 +0000 | <a href="http://twitter.com/download/iphone" r... | His name is Charley and he already has a new s... | NaN | NaN | NaN | NaN | 13 | 10 | None | None | None | None | None |
| 857 | 763956972077010945 | 7.638652e+17 | 1.584641e+07 | 2016-08-12 04:35:10 +0000 | <a href="http://twitter.com/download/iphone" r... | @TheEllenShow I'm not sure if you know this bu... | NaN | NaN | NaN | NaN | 12 | 10 | None | doggo | None | None | None |
| 967 | 750381685133418496 | 7.501805e+17 | 4.717297e+09 | 2016-07-05 17:31:49 +0000 | <a href="http://twitter.com/download/iphone" r... | 13/10 such a good doggo\n@spaghemily | NaN | NaN | NaN | NaN | 13 | 10 | None | doggo | None | None | None |
| 1005 | 747651430853525504 | 7.476487e+17 | 4.196984e+09 | 2016-06-28 04:42:46 +0000 | <a href="http://twitter.com/download/iphone" r... | Other pupper asked not to have his identity sh... | NaN | NaN | NaN | NaN | 12 | 10 | None | None | None | pupper | None |
| 1080 | 738891149612572673 | 7.384119e+17 | 3.589728e+08 | 2016-06-04 00:32:32 +0000 | <a href="http://twitter.com/download/iphone" r... | @mount_alex3 13/10 | NaN | NaN | NaN | NaN | 13 | 10 | None | None | None | None | None |
| 1295 | 707983188426153984 | 7.079801e+17 | 2.319108e+09 | 2016-03-10 17:35:20 +0000 | <a href="http://twitter.com/download/iphone" r... | @serial @MrRoles OH MY GOD I listened to all o... | NaN | NaN | NaN | NaN | 12 | 10 | None | None | None | None | None |
| 1345 | 704491224099647488 | 7.044857e+17 | 2.878549e+07 | 2016-03-01 02:19:31 +0000 | <a href="http://twitter.com/download/iphone" r... | 13/10 hero af\n@ABC | NaN | NaN | NaN | NaN | 13 | 10 | None | None | None | None | None |
| 1445 | 696518437233913856 | NaN | NaN | 2016-02-08 02:18:30 +0000 | <a href="http://twitter.com/download/iphone" r... | Oh my god 10/10 for every little hot dog pupper | NaN | NaN | NaN | NaN | 10 | 10 | None | None | None | pupper | None |
| 1446 | 696490539101908992 | 6.964887e+17 | 4.196984e+09 | 2016-02-08 00:27:39 +0000 | <a href="http://twitter.com/download/iphone" r... | After reading the comments I may have overesti... | NaN | NaN | NaN | NaN | 1 | 10 | None | None | None | None | None |
| 1474 | 693644216740769793 | 6.936422e+17 | 4.196984e+09 | 2016-01-31 03:57:23 +0000 | <a href="http://twitter.com/download/iphone" r... | BREAKING PUPDATE: I've just been notified that... | NaN | NaN | NaN | NaN | 10 | 10 | None | None | None | None | None |
| 1479 | 693582294167244802 | 6.935722e+17 | 1.198989e+09 | 2016-01-30 23:51:19 +0000 | <a href="http://twitter.com/download/iphone" r... | Personally I'd give him an 11/10. Not sure why... | NaN | NaN | NaN | NaN | 11 | 10 | None | None | None | None | None |
| 1497 | 692423280028966913 | 6.924173e+17 | 4.196984e+09 | 2016-01-27 19:05:49 +0000 | <a href="http://twitter.com/download/iphone" r... | PUPDATE: just noticed this dog has some extra ... | NaN | NaN | NaN | NaN | 9 | 10 | None | None | None | None | None |
| 1523 | 690607260360429569 | 6.903413e+17 | 4.670367e+08 | 2016-01-22 18:49:36 +0000 | <a href="http://twitter.com/download/iphone" r... | 12/10 @LightningHoltt | NaN | NaN | NaN | NaN | 12 | 10 | None | None | None | None | None |
| 1598 | 686035780142297088 | 6.860340e+17 | 4.196984e+09 | 2016-01-10 04:04:10 +0000 | <a href="http://twitter.com/download/iphone" r... | Yes I do realize a rating of 4/20 would've bee... | NaN | NaN | NaN | NaN | 4 | 20 | None | None | None | None | None |
| 1605 | 685681090388975616 | 6.855479e+17 | 4.196984e+09 | 2016-01-09 04:34:45 +0000 | <a href="http://twitter.com/download/iphone" r... | Jack deserves another round of applause. If yo... | NaN | NaN | NaN | NaN | 14 | 10 | None | None | None | None | None |
| 1618 | 684969860808454144 | 6.849598e+17 | 4.196984e+09 | 2016-01-07 05:28:35 +0000 | <a href="http://twitter.com/download/iphone" r... | For those who claim this is a goat, u are wron... | NaN | NaN | NaN | NaN | 5 | 10 | None | None | None | None | None |
| 1663 | 682808988178739200 | 6.827884e+17 | 4.196984e+09 | 2016-01-01 06:22:03 +0000 | <a href="http://twitter.com/download/iphone" r... | I'm aware that I could've said 20/16, but here... | NaN | NaN | NaN | NaN | 20 | 16 | None | None | None | None | None |
| 1689 | 681340665377193984 | 6.813394e+17 | 4.196984e+09 | 2015-12-28 05:07:27 +0000 | <a href="http://twitter.com/download/iphone" r... | I've been told there's a slight possibility he... | NaN | NaN | NaN | NaN | 5 | 10 | None | None | None | None | None |
| 1774 | 678023323247357953 | 6.780211e+17 | 4.196984e+09 | 2015-12-19 01:25:31 +0000 | <a href="http://twitter.com/download/iphone" r... | After getting lost in Reese's eyes for several... | NaN | NaN | NaN | NaN | 13 | 10 | None | None | None | None | None |
| 1819 | 676590572941893632 | 6.765883e+17 | 4.196984e+09 | 2015-12-15 02:32:17 +0000 | <a href="http://twitter.com/download/iphone" r... | After some outrage from the crowd. Bubbles is ... | NaN | NaN | NaN | NaN | 7 | 10 | None | None | None | None | None |
| 1844 | 675849018447167488 | 6.758457e+17 | 4.196984e+09 | 2015-12-13 01:25:37 +0000 | <a href="http://twitter.com/download/iphone" r... | This dog is being demoted to a 9/10 for not we... | NaN | NaN | NaN | NaN | 9 | 10 | None | None | None | None | None |
| 1895 | 674742531037511680 | 6.747400e+17 | 4.196984e+09 | 2015-12-10 00:08:50 +0000 | <a href="http://twitter.com/download/iphone" r... | Some clarification is required. The dog is sin... | NaN | NaN | NaN | NaN | 11 | 10 | None | None | None | None | None |
| 1905 | 674606911342424069 | 6.744689e+17 | 4.196984e+09 | 2015-12-09 15:09:55 +0000 | <a href="http://twitter.com/download/iphone" r... | The 13/10 also takes into account this impecca... | NaN | NaN | NaN | NaN | 13 | 10 | None | None | None | None | None |
| 1914 | 674330906434379776 | 6.658147e+17 | 1.637468e+07 | 2015-12-08 20:53:11 +0000 | <a href="http://twitter.com/download/iphone" r... | 13/10\n@ABC7 | NaN | NaN | NaN | NaN | 13 | 10 | None | None | None | None | None |
| 1940 | 673716320723169284 | 6.737159e+17 | 4.196984e+09 | 2015-12-07 04:11:02 +0000 | <a href="http://twitter.com/download/iphone" r... | The millennials have spoken and we've decided ... | NaN | NaN | NaN | NaN | 1 | 10 | None | None | None | None | None |
| 2038 | 671550332464455680 | 6.715449e+17 | 4.196984e+09 | 2015-12-01 04:44:10 +0000 | <a href="http://twitter.com/download/iphone" r... | After 22 minutes of careful deliberation this ... | NaN | NaN | NaN | NaN | 1 | 10 | None | None | None | None | None |
| 2149 | 669684865554620416 | 6.693544e+17 | 4.196984e+09 | 2015-11-26 01:11:28 +0000 | <a href="http://twitter.com/download/iphone" r... | After countless hours of research and hundreds... | NaN | NaN | NaN | NaN | 11 | 10 | None | None | None | None | None |
| 2189 | 668967877119254528 | 6.689207e+17 | 2.143566e+07 | 2015-11-24 01:42:25 +0000 | <a href="http://twitter.com/download/iphone" r... | 12/10 good shit Bubka\n@wane15 | NaN | NaN | NaN | NaN | 12 | 10 | None | None | None | None | None |
| 2298 | 667070482143944705 | 6.670655e+17 | 4.196984e+09 | 2015-11-18 20:02:51 +0000 | <a href="http://twitter.com/download/iphone" r... | After much debate this dog is being upgraded t... | NaN | NaN | NaN | NaN | 10 | 10 | None | None | None | None | None |
twitter_archive.describe()
# 170 max denominator and 1776 max numerator!
| tweet_id | in_reply_to_status_id | in_reply_to_user_id | retweeted_status_id | retweeted_status_user_id | rating_numerator | rating_denominator | |
|---|---|---|---|---|---|---|---|
| count | 2.356000e+03 | 7.800000e+01 | 7.800000e+01 | 1.810000e+02 | 1.810000e+02 | 2356.000000 | 2356.000000 |
| mean | 7.427716e+17 | 7.455079e+17 | 2.014171e+16 | 7.720400e+17 | 1.241698e+16 | 13.126486 | 10.455433 |
| std | 6.856705e+16 | 7.582492e+16 | 1.252797e+17 | 6.236928e+16 | 9.599254e+16 | 45.876648 | 6.745237 |
| min | 6.660209e+17 | 6.658147e+17 | 1.185634e+07 | 6.661041e+17 | 7.832140e+05 | 0.000000 | 0.000000 |
| 25% | 6.783989e+17 | 6.757419e+17 | 3.086374e+08 | 7.186315e+17 | 4.196984e+09 | 10.000000 | 10.000000 |
| 50% | 7.196279e+17 | 7.038708e+17 | 4.196984e+09 | 7.804657e+17 | 4.196984e+09 | 11.000000 | 10.000000 |
| 75% | 7.993373e+17 | 8.257804e+17 | 4.196984e+09 | 8.203146e+17 | 4.196984e+09 | 12.000000 | 10.000000 |
| max | 8.924206e+17 | 8.862664e+17 | 8.405479e+17 | 8.874740e+17 | 7.874618e+17 | 1776.000000 | 170.000000 |
twitter_archive.rating_numerator.value_counts()
12 558 11 464 10 461 13 351 9 158 8 102 7 55 14 54 5 37 6 32 3 19 4 17 1 9 2 9 420 2 0 2 15 2 75 2 80 1 20 1 24 1 26 1 44 1 50 1 60 1 165 1 84 1 88 1 144 1 182 1 143 1 666 1 960 1 1776 1 17 1 27 1 45 1 99 1 121 1 204 1 Name: rating_numerator, dtype: int64
pd.set_option('display.max_colwidth', -1)
twitter_archive.query('rating_denominator > 10')[['text', 'rating_numerator', 'rating_denominator']]
| text | rating_numerator | rating_denominator | |
|---|---|---|---|
| 342 | @docmisterio account started on 11/15/15 | 11 | 15 |
| 433 | The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd | 84 | 70 |
| 784 | RT @dog_rates: After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP https:/… | 9 | 11 |
| 902 | Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE | 165 | 150 |
| 1068 | After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP https://t.co/XAVDNDaVgQ | 9 | 11 |
| 1120 | Say hello to this unbelievably well behaved squad of doggos. 204/170 would try to pet all at once https://t.co/yGQI3He3xv | 204 | 170 |
| 1165 | Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a | 4 | 20 |
| 1202 | This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq | 50 | 50 |
| 1228 | Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1 | 99 | 90 |
| 1254 | Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12 | 80 | 80 |
| 1274 | From left to right:\nCletus, Jerome, Alejandro, Burp, & Titson\nNone know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK | 45 | 50 |
| 1351 | Here is a whole flock of puppers. 60/50 I'll take the lot https://t.co/9dpcw6MdWa | 60 | 50 |
| 1433 | Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ | 44 | 40 |
| 1598 | Yes I do realize a rating of 4/20 would've been fitting. However, it would be unjust to give these cooperative pups that low of a rating | 4 | 20 |
| 1634 | Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3 | 143 | 130 |
| 1635 | Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 https://t.co/1zfnTJLt55 | 121 | 110 |
| 1662 | This is Darrel. He just robbed a 7/11 and is in a high speed police chase. Was just spotted by the helicopter 10/10 https://t.co/7EsP8LmSp5 | 7 | 11 |
| 1663 | I'm aware that I could've said 20/16, but here at WeRateDogs we are very professional. An inconsistent rating scale is simply irresponsible | 20 | 16 |
| 1779 | IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq | 144 | 120 |
| 1843 | Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once https://t.co/y93p6FLvVw | 88 | 80 |
pd.set_option('display.max_colwidth', -1)
twitter_archive.query('rating_numerator > 20')[['text', 'rating_numerator', 'rating_denominator']]
# Making a note to drop rows without pictures, duplicates, retweets. Then look at this again to fix the problems
| text | rating_numerator | rating_denominator | |
|---|---|---|---|
| 188 | @dhmontgomery We also gave snoop dogg a 420/10 but I think that predated your research | 420 | 10 |
| 189 | @s8n You tried very hard to portray this good boy as not so good, but you have ultimately failed. His goodness shines through. 666/10 | 666 | 10 |
| 290 | @markhoppus 182/10 | 182 | 10 |
| 313 | @jonnysun @Lin_Manuel ok jomny I know you're excited but 960/00 isn't a valid rating, 13/10 is tho | 960 | 0 |
| 340 | RT @dog_rates: This is Logan, the Chow who lived. He solemnly swears he's up to lots of good. H*ckin magical af 9.75/10 https://t.co/yBO5wu… | 75 | 10 |
| 433 | The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd | 84 | 70 |
| 516 | Meet Sam. She smiles 24/7 & secretly aspires to be a reindeer. \nKeep Sam smiling by clicking and sharing this link:\nhttps://t.co/98tB8y7y7t https://t.co/LouL5vdvxx | 24 | 7 |
| 695 | This is Logan, the Chow who lived. He solemnly swears he's up to lots of good. H*ckin magical af 9.75/10 https://t.co/yBO5wuqaPS | 75 | 10 |
| 763 | This is Sophie. She's a Jubilant Bush Pupper. Super h*ckin rare. Appears at random just to smile at the locals. 11.27/10 would smile back https://t.co/QFaUiIHxHq | 27 | 10 |
| 902 | Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE | 165 | 150 |
| 979 | This is Atticus. He's quite simply America af. 1776/10 https://t.co/GRXwMxLBkh | 1776 | 10 |
| 1120 | Say hello to this unbelievably well behaved squad of doggos. 204/170 would try to pet all at once https://t.co/yGQI3He3xv | 204 | 170 |
| 1202 | This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq | 50 | 50 |
| 1228 | Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1 | 99 | 90 |
| 1254 | Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12 | 80 | 80 |
| 1274 | From left to right:\nCletus, Jerome, Alejandro, Burp, & Titson\nNone know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK | 45 | 50 |
| 1351 | Here is a whole flock of puppers. 60/50 I'll take the lot https://t.co/9dpcw6MdWa | 60 | 50 |
| 1433 | Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ | 44 | 40 |
| 1634 | Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3 | 143 | 130 |
| 1635 | Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 https://t.co/1zfnTJLt55 | 121 | 110 |
| 1712 | Here we have uncovered an entire battalion of holiday puppers. Average of 11.26/10 https://t.co/eNm2S6p9BD | 26 | 10 |
| 1779 | IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq | 144 | 120 |
| 1843 | Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once https://t.co/y93p6FLvVw | 88 | 80 |
| 2074 | After so many requests... here you go.\n\nGood dogg. 420/10 https://t.co/yfAAo1gdeY | 420 | 10 |
twitter_archive.name.value_counts()
# 745 unnamed pups. Also looks like invlaid names of a, the, an.
None 745
a 55
Charlie 12
Cooper 11
Lucy 11
Oliver 11
Tucker 10
Penny 10
Lola 10
Winston 9
Bo 9
the 8
Sadie 8
Daisy 7
Buddy 7
Toby 7
Bailey 7
an 7
Bella 6
Rusty 6
Milo 6
Oscar 6
Leo 6
Dave 6
Koda 6
Scout 6
Jax 6
Stanley 6
Jack 6
Phil 5
..
O 1
Amélie 1
Harrison 1
Timber 1
Tupawc 1
Ralpher 1
Maisey 1
Millie 1
Strudel 1
Shelby 1
Pherb 1
Reptar 1
Pepper 1
Nida 1
Barclay 1
Sage 1
by 1
Brandy 1
Ike 1
Meatball 1
Lipton 1
Katie 1
Bayley 1
Jomathan 1
Superpup 1
Mark 1
Crimson 1
Clarq 1
Rambo 1
Moofasa 1
Name: name, Length: 957, dtype: int64
sum(twitter_archive['tweet_id'].duplicated())
0
image_prediction.head(5)
| tweet_id | jpg_url | img_num | p1 | p1_conf | p1_dog | p2 | p2_conf | p2_dog | p3 | p3_conf | p3_dog | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 666020888022790149 | https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg | 1 | Welsh_springer_spaniel | 0.465074 | True | collie | 0.156665 | True | Shetland_sheepdog | 0.061428 | True |
| 1 | 666029285002620928 | https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg | 1 | redbone | 0.506826 | True | miniature_pinscher | 0.074192 | True | Rhodesian_ridgeback | 0.072010 | True |
| 2 | 666033412701032449 | https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg | 1 | German_shepherd | 0.596461 | True | malinois | 0.138584 | True | bloodhound | 0.116197 | True |
| 3 | 666044226329800704 | https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg | 1 | Rhodesian_ridgeback | 0.408143 | True | redbone | 0.360687 | True | miniature_pinscher | 0.222752 | True |
| 4 | 666049248165822465 | https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg | 1 | miniature_pinscher | 0.560311 | True | Rottweiler | 0.243682 | True | Doberman | 0.154629 | True |
image_prediction columns
image_prediction.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 2075 entries, 0 to 2074 Data columns (total 12 columns): tweet_id 2075 non-null int64 jpg_url 2075 non-null object img_num 2075 non-null int64 p1 2075 non-null object p1_conf 2075 non-null float64 p1_dog 2075 non-null bool p2 2075 non-null object p2_conf 2075 non-null float64 p2_dog 2075 non-null bool p3 2075 non-null object p3_conf 2075 non-null float64 p3_dog 2075 non-null bool dtypes: bool(3), float64(3), int64(2), object(4) memory usage: 152.1+ KB
image_prediction.describe()
| tweet_id | img_num | p1_conf | p2_conf | p3_conf | |
|---|---|---|---|---|---|
| count | 2.075000e+03 | 2075.000000 | 2075.000000 | 2.075000e+03 | 2.075000e+03 |
| mean | 7.384514e+17 | 1.203855 | 0.594548 | 1.345886e-01 | 6.032417e-02 |
| std | 6.785203e+16 | 0.561875 | 0.271174 | 1.006657e-01 | 5.090593e-02 |
| min | 6.660209e+17 | 1.000000 | 0.044333 | 1.011300e-08 | 1.740170e-10 |
| 25% | 6.764835e+17 | 1.000000 | 0.364412 | 5.388625e-02 | 1.622240e-02 |
| 50% | 7.119988e+17 | 1.000000 | 0.588230 | 1.181810e-01 | 4.944380e-02 |
| 75% | 7.932034e+17 | 1.000000 | 0.843855 | 1.955655e-01 | 9.180755e-02 |
| max | 8.924206e+17 | 4.000000 | 1.000000 | 4.880140e-01 | 2.734190e-01 |
sum(image_prediction['tweet_id'].duplicated())
0
tweet_data.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 2331 entries, 0 to 2330 Data columns (total 3 columns): id 2331 non-null int64 retweet_count 2331 non-null int64 favorite_count 2331 non-null int64 dtypes: int64(3) memory usage: 54.7 KB
twitter_archive
tweet_id should be object as we are not performing any calculations on itexpanded_urlsretweeted_status_id, retweeted_user_id, retweeted_status_user_id are incorrect datatypes. Should be object.retweeted_status_timestamp Should be datetime data typeimage_predictions
tweet_data
twitter_archive
# Making a copy of the datasets
archive_clean = twitter_archive.copy()
image_prediction_clean = image_prediction.copy()
tweet_data_clean = tweet_data.copy()
Remove rows that are retweets
# Select rows where retweeted status id is null
archive_clean = archive_clean[archive_clean['retweeted_status_id'].isnull()]
archive_clean.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 2175 entries, 0 to 2355 Data columns (total 17 columns): tweet_id 2175 non-null int64 in_reply_to_status_id 78 non-null float64 in_reply_to_user_id 78 non-null float64 timestamp 2175 non-null object source 2175 non-null object text 2175 non-null object retweeted_status_id 0 non-null float64 retweeted_status_user_id 0 non-null float64 retweeted_status_timestamp 0 non-null object expanded_urls 2117 non-null object rating_numerator 2175 non-null int64 rating_denominator 2175 non-null int64 name 2175 non-null object doggo 2175 non-null object floofer 2175 non-null object pupper 2175 non-null object puppo 2175 non-null object dtypes: float64(4), int64(3), object(10) memory usage: 305.9+ KB
Merge all the dataframes together to make it easier to clean. Drop unwanted columns. Then seperate into two dataframes, one for dog information and the other for tweet information
tweet_data_clean.rename(columns={'id':'tweet_id'}, inplace=True)
tweet_data_clean.head()
| tweet_id | retweet_count | favorite_count | |
|---|---|---|---|
| 0 | 892420643555336193 | 7334 | 34952 |
| 1 | 892177421306343426 | 5473 | 30262 |
| 2 | 891815181378084864 | 3620 | 22777 |
| 3 | 891689557279858688 | 7522 | 38226 |
| 4 | 891327558926688256 | 8095 | 36491 |
# Merge all on tweet_id
df = pd.merge(archive_clean, image_prediction, how='left', on=['tweet_id'])
df = pd.merge(df, tweet_data_clean, how='left', on=['tweet_id'])
df.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 2175 entries, 0 to 2174 Data columns (total 30 columns): tweet_id 2175 non-null int64 in_reply_to_status_id 78 non-null float64 in_reply_to_user_id 78 non-null float64 timestamp 2175 non-null object source 2175 non-null object text 2175 non-null object retweeted_status_id 0 non-null float64 retweeted_status_user_id 0 non-null float64 retweeted_status_timestamp 0 non-null object expanded_urls 2117 non-null object rating_numerator 2175 non-null int64 rating_denominator 2175 non-null int64 name 2175 non-null object doggo 2175 non-null object floofer 2175 non-null object pupper 2175 non-null object puppo 2175 non-null object jpg_url 1994 non-null object img_num 1994 non-null float64 p1 1994 non-null object p1_conf 1994 non-null float64 p1_dog 1994 non-null object p2 1994 non-null object p2_conf 1994 non-null float64 p2_dog 1994 non-null object p3 1994 non-null object p3_conf 1994 non-null float64 p3_dog 1994 non-null object retweet_count 2168 non-null float64 favorite_count 2168 non-null float64 dtypes: float64(10), int64(3), object(17) memory usage: 526.8+ KB
1994 Rows in the image df compared to 2175.
Use .isin to select the records that tweet_id matches in image_prediction
df = df[df.tweet_id.isin(image_prediction.tweet_id)]
df.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 1994 entries, 0 to 2174 Data columns (total 30 columns): tweet_id 1994 non-null int64 in_reply_to_status_id 23 non-null float64 in_reply_to_user_id 23 non-null float64 timestamp 1994 non-null object source 1994 non-null object text 1994 non-null object retweeted_status_id 0 non-null float64 retweeted_status_user_id 0 non-null float64 retweeted_status_timestamp 0 non-null object expanded_urls 1994 non-null object rating_numerator 1994 non-null int64 rating_denominator 1994 non-null int64 name 1994 non-null object doggo 1994 non-null object floofer 1994 non-null object pupper 1994 non-null object puppo 1994 non-null object jpg_url 1994 non-null object img_num 1994 non-null float64 p1 1994 non-null object p1_conf 1994 non-null float64 p1_dog 1994 non-null object p2 1994 non-null object p2_conf 1994 non-null float64 p2_dog 1994 non-null object p3 1994 non-null object p3_conf 1994 non-null float64 p3_dog 1994 non-null object retweet_count 1987 non-null float64 favorite_count 1987 non-null float64 dtypes: float64(10), int64(3), object(17) memory usage: 482.9+ KB
Drop rows with missing retweet_counts and favorite_counts
in_reply_to_status_id, in_reply_to_user_id,retweeted_status_id, retweeted_user_id, retweeted_status_user_id, retweeted_status_timestamp¶p1 columns only will be used, therefore the others will be dropped including img_num
df = df.drop(['in_reply_to_status_id',
'in_reply_to_user_id',
'retweeted_status_id',
'retweeted_status_user_id',
'retweeted_status_timestamp',
'img_num',
'p2',
'p2_conf',
'p2_dog',
'p3',
'p3_conf',
'p3_dog'], axis=1)
df.head(1)
| tweet_id | timestamp | source | text | expanded_urls | rating_numerator | rating_denominator | name | doggo | floofer | pupper | puppo | jpg_url | p1 | p1_conf | p1_dog | retweet_count | favorite_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 892420643555336193 | 2017-08-01 16:23:56 +0000 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU | https://twitter.com/dog_rates/status/892420643555336193/photo/1 | 13 | 10 | Phineas | None | None | None | None | https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg | orange | 0.097049 | False | 7334.0 | 34952.0 |
Split the dataframe into 2 seperate dataframes. A Tweet dataframe and a dog dataframe
Store the tweet columns into it's own variable
tweet_df = df[['tweet_id', 'timestamp', 'source', 'expanded_urls', 'retweet_count', 'favorite_count']]
tweet_df.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 1994 entries, 0 to 2174 Data columns (total 6 columns): tweet_id 1994 non-null int64 timestamp 1994 non-null object source 1994 non-null object expanded_urls 1994 non-null object retweet_count 1987 non-null float64 favorite_count 1987 non-null float64 dtypes: float64(2), int64(1), object(3) memory usage: 109.0+ KB
# Drop the tweet columns from the original df, except tweet_id
dog_df = df.drop(['timestamp', 'source', 'expanded_urls', 'retweet_count', 'favorite_count'], axis=1)
dog_df.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 1994 entries, 0 to 2174 Data columns (total 13 columns): tweet_id 1994 non-null int64 text 1994 non-null object rating_numerator 1994 non-null int64 rating_denominator 1994 non-null int64 name 1994 non-null object doggo 1994 non-null object floofer 1994 non-null object pupper 1994 non-null object puppo 1994 non-null object jpg_url 1994 non-null object p1 1994 non-null object p1_conf 1994 non-null float64 p1_dog 1994 non-null object dtypes: float64(1), int64(3), object(9) memory usage: 218.1+ KB
dog_df.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 1994 entries, 0 to 2174 Data columns (total 13 columns): tweet_id 1994 non-null int64 text 1994 non-null object rating_numerator 1994 non-null int64 rating_denominator 1994 non-null int64 name 1994 non-null object doggo 1994 non-null object floofer 1994 non-null object pupper 1994 non-null object puppo 1994 non-null object jpg_url 1994 non-null object p1 1994 non-null object p1_conf 1994 non-null float64 p1_dog 1994 non-null object dtypes: float64(1), int64(3), object(9) memory usage: 218.1+ KB
Form one column for all the dog types https://knowledge.udacity.com/questions/214820
dog_df.doggo.replace('None', '', inplace=True)
dog_df.floofer.replace('None', '', inplace=True)
dog_df.pupper.replace('None', '', inplace=True)
dog_df.puppo.replace('None', '', inplace=True)
dog_df['dog_type'] = dog_df.doggo + dog_df.floofer + dog_df.pupper + dog_df.puppo
dog_df.dog_type.value_counts()
1688 pupper 203 doggo 63 puppo 22 doggopupper 9 floofer 7 doggopuppo 1 doggofloofer 1 Name: dog_type, dtype: int64
# making a type for hybrid dogs!
dog_df.loc[dog_df.dog_type == 'doggopupper', 'dog_type'] = 'doggo,pupper'
dog_df.loc[dog_df.dog_type == 'doggofloofer', 'dog_type'] = 'doggo,floofer'
dog_df.loc[dog_df.dog_type == 'doggopuppo', 'dog_type'] = 'doggo,floofer'
dog_df.loc[dog_df.dog_type == '', 'dog_type'] = np.nan
dog_df.dog_type.value_counts()
pupper 203 doggo 63 puppo 22 doggo,pupper 9 floofer 7 doggo,floofer 2 Name: dog_type, dtype: int64
dog_df.drop(['doggo', 'floofer', 'pupper', 'puppo'], axis=1, inplace=True)
dog_df.dog_type.value_counts()
pupper 203 doggo 63 puppo 22 doggo,pupper 9 floofer 7 doggo,floofer 2 Name: dog_type, dtype: int64
Fix Datatypes in dog_df
dog_df.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 1994 entries, 0 to 2174 Data columns (total 10 columns): tweet_id 1994 non-null int64 text 1994 non-null object rating_numerator 1994 non-null int64 rating_denominator 1994 non-null int64 name 1994 non-null object jpg_url 1994 non-null object p1 1994 non-null object p1_conf 1994 non-null float64 p1_dog 1994 non-null object dog_type 306 non-null object dtypes: float64(1), int64(3), object(6) memory usage: 171.4+ KB
dog_df['tweet_id'] = dog_df['tweet_id'].astype(object)
dog_df.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 1994 entries, 0 to 2174 Data columns (total 10 columns): tweet_id 1994 non-null object text 1994 non-null object rating_numerator 1994 non-null int64 rating_denominator 1994 non-null int64 name 1994 non-null object jpg_url 1994 non-null object p1 1994 non-null object p1_conf 1994 non-null float64 p1_dog 1994 non-null object dog_type 306 non-null object dtypes: float64(1), int64(2), object(7) memory usage: 171.4+ KB
Fix Datatypes in tweet_df
tweet_df.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 1994 entries, 0 to 2174 Data columns (total 6 columns): tweet_id 1994 non-null int64 timestamp 1994 non-null object source 1994 non-null object expanded_urls 1994 non-null object retweet_count 1987 non-null float64 favorite_count 1987 non-null float64 dtypes: float64(2), int64(1), object(3) memory usage: 109.0+ KB
tweet_df['tweet_id'] = tweet_df['tweet_id'].astype(object)
tweet_df['timestamp'] = pd.to_datetime(tweet_df['timestamp'])
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy """Entry point for launching an IPython kernel. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
tweet_df.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 1994 entries, 0 to 2174 Data columns (total 6 columns): tweet_id 1994 non-null object timestamp 1994 non-null datetime64[ns] source 1994 non-null object expanded_urls 1994 non-null object retweet_count 1987 non-null float64 favorite_count 1987 non-null float64 dtypes: datetime64[ns](1), float64(2), object(3) memory usage: 109.0+ KB
tweet_df.timestamp
# The information gathered is from Nov 2015 to August 2017
0 2017-08-01 16:23:56
1 2017-08-01 00:17:27
2 2017-07-31 00:18:03
3 2017-07-30 15:58:51
4 2017-07-29 16:00:24
5 2017-07-29 00:08:17
6 2017-07-28 16:27:12
7 2017-07-28 00:22:40
8 2017-07-27 16:25:51
9 2017-07-26 15:59:51
10 2017-07-26 00:31:25
11 2017-07-25 16:11:53
12 2017-07-25 01:55:32
13 2017-07-25 00:10:02
14 2017-07-24 17:02:04
15 2017-07-24 00:19:32
16 2017-07-23 00:22:39
17 2017-07-22 16:56:37
18 2017-07-22 00:23:06
19 2017-07-20 16:49:33
20 2017-07-19 16:06:48
21 2017-07-19 03:39:09
22 2017-07-19 00:47:34
23 2017-07-18 16:08:03
24 2017-07-18 00:07:08
25 2017-07-17 16:17:36
26 2017-07-16 23:58:41
27 2017-07-16 20:14:00
28 2017-07-15 23:25:31
30 2017-07-15 16:17:19
...
2145 2015-11-17 00:24:19
2146 2015-11-17 00:06:54
2147 2015-11-16 23:23:41
2148 2015-11-16 21:54:18
2149 2015-11-16 21:10:36
2150 2015-11-16 20:32:58
2151 2015-11-16 20:01:42
2152 2015-11-16 19:31:45
2153 2015-11-16 16:37:02
2154 2015-11-16 16:11:11
2155 2015-11-16 15:14:19
2156 2015-11-16 14:57:41
2157 2015-11-16 04:02:55
2158 2015-11-16 03:55:04
2159 2015-11-16 03:44:34
2160 2015-11-16 03:22:39
2161 2015-11-16 02:38:37
2162 2015-11-16 01:59:36
2163 2015-11-16 01:52:02
2164 2015-11-16 01:22:45
2165 2015-11-16 01:01:59
2166 2015-11-16 00:55:59
2167 2015-11-16 00:49:46
2168 2015-11-16 00:35:11
2169 2015-11-16 00:30:50
2170 2015-11-16 00:24:50
2171 2015-11-16 00:04:52
2172 2015-11-15 23:21:54
2173 2015-11-15 23:05:30
2174 2015-11-15 22:32:08
Name: timestamp, Length: 1994, dtype: datetime64[ns]
Missing values in retweet_count and favorite_count
# Missing retweet and favorite counts
tweet_df[tweet_df.retweet_count.isna()]
| tweet_id | timestamp | source | expanded_urls | retweet_count | favorite_count | |
|---|---|---|---|---|---|---|
| 93 | 872261713294495745 | 2017-06-07 01:19:32 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/872261713294495745/photo/1,https://twitter.com/dog_rates/status/872261713294495745/photo/1 | NaN | NaN |
| 217 | 844704788403113984 | 2017-03-23 00:18:10 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/844704788403113984/photo/1 | NaN | NaN |
| 252 | 837366284874571778 | 2017-03-02 18:17:34 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/837366284874571778/photo/1 | NaN | NaN |
| 305 | 829374341691346946 | 2017-02-08 17:00:26 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/829374341691346946/photo/1,https://twitter.com/dog_rates/status/829374341691346946/photo/1 | NaN | NaN |
| 606 | 779123168116150273 | 2016-09-23 01:00:13 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/779123168116150273/photo/1 | NaN | NaN |
| 760 | 754011816964026368 | 2016-07-15 17:56:40 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/754011816964026368/photo/1,https://twitter.com/dog_rates/status/754011816964026368/photo/1 | NaN | NaN |
| 1547 | 680055455951884288 | 2015-12-24 16:00:30 | <a href="https://about.twitter.com/products/tweetdeck" rel="nofollow">TweetDeck</a> | https://twitter.com/dog_rates/status/680055455951884288/photo/1 | NaN | NaN |
tweet_df.dropna(how='any', inplace=True)
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy """Entry point for launching an IPython kernel.
tweet_df.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 1987 entries, 0 to 2174 Data columns (total 6 columns): tweet_id 1987 non-null object timestamp 1987 non-null datetime64[ns] source 1987 non-null object expanded_urls 1987 non-null object retweet_count 1987 non-null float64 favorite_count 1987 non-null float64 dtypes: datetime64[ns](1), float64(2), object(3) memory usage: 108.7+ KB
Convert retweet_count and favorite_count back to ints, as they converted to floats during the merge
https://stackoverflow.com/questions/43956335/convert-float64-column-to-int64-in-pandas
tweet_df['retweet_count'] = tweet_df['retweet_count'].astype('Int64')
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy """Entry point for launching an IPython kernel.
tweet_df['favorite_count'] = tweet_df['favorite_count'].astype('Int64')
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy """Entry point for launching an IPython kernel.
tweet_df.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 1987 entries, 0 to 2174 Data columns (total 6 columns): tweet_id 1987 non-null object timestamp 1987 non-null datetime64[ns] source 1987 non-null object expanded_urls 1987 non-null object retweet_count 1987 non-null int64 favorite_count 1987 non-null int64 dtypes: datetime64[ns](1), int64(2), object(3) memory usage: 108.7+ KB
Fixing the incorrect names in dog_df
most notable changes would be with 'a', 'the' and 'an'
Replace these values with None, then convert to nan.
# Replace with None
dog_df.name = dog_df.name.replace('a', 'None')
dog_df.name = dog_df.name.replace('the', 'None')
dog_df.name = dog_df.name.replace('an', 'None')
dog_df.name.value_counts()
None 614
Charlie 11
Lucy 10
Oliver 10
Cooper 10
Tucker 9
Penny 9
Winston 8
Sadie 8
Daisy 7
Lola 7
Toby 7
Stanley 6
Koda 6
Bella 6
Bo 6
Jax 6
Leo 5
Buddy 5
Milo 5
Rusty 5
Dave 5
Louis 5
Chester 5
Oscar 5
Scout 5
Bailey 5
Clarence 4
Duke 4
Oakley 4
..
Shnuggles 1
Anna 1
Mollie 1
Pilot 1
Chuck 1
Eve 1
Edgar 1
Duchess 1
Lenox 1
Tessa 1
Al 1
Rooney 1
Tycho 1
Jonah 1
Kellogg 1
Klein 1
Ricky 1
Mattie 1
Strider 1
Mookie 1
Maxwell 1
Fizz 1
Creg 1
Tebow 1
Baloo 1
Kallie 1
Asher 1
Tedrick 1
Eleanor 1
Michelangelope 1
Name: name, Length: 933, dtype: int64
# Fill None with nan
dog_df['name'].replace('None', np.nan, inplace=True)
dog_df.name.value_counts()
Charlie 11
Oliver 10
Lucy 10
Cooper 10
Tucker 9
Penny 9
Sadie 8
Winston 8
Daisy 7
Lola 7
Toby 7
Jax 6
Bella 6
Koda 6
Bo 6
Stanley 6
Dave 5
Buddy 5
Louis 5
Scout 5
Leo 5
Oscar 5
Bailey 5
Chester 5
Milo 5
Rusty 5
Phil 4
very 4
Reggie 4
Larry 4
..
Mollie 1
Pilot 1
Chuck 1
Joey 1
Kingsley 1
Sprinkles 1
Eevee 1
Eve 1
Maxwell 1
Rooney 1
Tycho 1
Jonah 1
Kellogg 1
Klein 1
Ricky 1
Mattie 1
Lenox 1
Strider 1
Fizz 1
Edgar 1
Creg 1
Tebow 1
Baloo 1
Kallie 1
Asher 1
Tedrick 1
Eleanor 1
Mookie 1
Duchess 1
Zooey 1
Name: name, Length: 932, dtype: int64
Fixing incorrect numerators and denominators
dog_df.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 1994 entries, 0 to 2174 Data columns (total 10 columns): tweet_id 1994 non-null object text 1994 non-null object rating_numerator 1994 non-null int64 rating_denominator 1994 non-null int64 name 1380 non-null object jpg_url 1994 non-null object p1 1994 non-null object p1_conf 1994 non-null float64 p1_dog 1994 non-null object dog_type 306 non-null object dtypes: float64(1), int64(2), object(7) memory usage: 171.4+ KB
pd.set_option('display.max_colwidth', -1)
dog_df.query('rating_numerator > 20')[['text', 'rating_numerator', 'rating_denominator']]
| text | rating_numerator | rating_denominator | |
|---|---|---|---|
| 363 | The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd | 84 | 70 |
| 429 | Meet Sam. She smiles 24/7 & secretly aspires to be a reindeer. \nKeep Sam smiling by clicking and sharing this link:\nhttps://t.co/98tB8y7y7t https://t.co/LouL5vdvxx | 24 | 7 |
| 558 | This is Logan, the Chow who lived. He solemnly swears he's up to lots of good. H*ckin magical af 9.75/10 https://t.co/yBO5wuqaPS | 75 | 10 |
| 617 | This is Sophie. She's a Jubilant Bush Pupper. Super h*ckin rare. Appears at random just to smile at the locals. 11.27/10 would smile back https://t.co/QFaUiIHxHq | 27 | 10 |
| 733 | Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE | 165 | 150 |
| 804 | This is Atticus. He's quite simply America af. 1776/10 https://t.co/GRXwMxLBkh | 1776 | 10 |
| 942 | Say hello to this unbelievably well behaved squad of doggos. 204/170 would try to pet all at once https://t.co/yGQI3He3xv | 204 | 170 |
| 1024 | This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq | 50 | 50 |
| 1050 | Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1 | 99 | 90 |
| 1075 | Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12 | 80 | 80 |
| 1095 | From left to right:\nCletus, Jerome, Alejandro, Burp, & Titson\nNone know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK | 45 | 50 |
| 1172 | Here is a whole flock of puppers. 60/50 I'll take the lot https://t.co/9dpcw6MdWa | 60 | 50 |
| 1254 | Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ | 44 | 40 |
| 1455 | Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3 | 143 | 130 |
| 1456 | Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 https://t.co/1zfnTJLt55 | 121 | 110 |
| 1533 | Here we have uncovered an entire battalion of holiday puppers. Average of 11.26/10 https://t.co/eNm2S6p9BD | 26 | 10 |
| 1600 | IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq | 144 | 120 |
| 1664 | Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once https://t.co/y93p6FLvVw | 88 | 80 |
| 1895 | After so many requests... here you go.\n\nGood dogg. 420/10 https://t.co/yfAAo1gdeY | 420 | 10 |
dog_df['rating_numerator'].astype(float)
0 13.0
1 13.0
2 12.0
3 13.0
4 12.0
5 13.0
6 13.0
7 13.0
8 13.0
9 14.0
10 13.0
11 13.0
12 13.0
13 12.0
14 13.0
15 13.0
16 12.0
17 13.0
18 13.0
19 12.0
20 13.0
21 14.0
22 13.0
23 13.0
24 12.0
25 13.0
26 13.0
27 13.0
28 12.0
30 13.0
...
2145 2.0
2146 7.0
2147 9.0
2148 11.0
2149 6.0
2150 8.0
2151 10.0
2152 9.0
2153 3.0
2154 1.0
2155 11.0
2156 10.0
2157 1.0
2158 11.0
2159 8.0
2160 9.0
2161 6.0
2162 10.0
2163 9.0
2164 10.0
2165 8.0
2166 9.0
2167 10.0
2168 2.0
2169 10.0
2170 5.0
2171 6.0
2172 9.0
2173 7.0
2174 8.0
Name: rating_numerator, Length: 1994, dtype: float64
Change 558 to 9.75/10
Change 617 to 11.27/10
Change 1024 to 11/10
Change 1533 to 11.26/10
804 is an outlier but look at him! I can't drop him, he's too cute and 100% deserves a rating of 1776/10!
numerators = {558:9.75, 617:11.27, 1024:11, 1533:11.26}
for i in numerators: #loops through keys of dictionary numerators
dog_df.loc[dog_df.index == i, 'rating_numerator'] = numerators[i]
dog_df.loc[[558, 617, 1024, 1533]] # We got some heckin' good pups here
| tweet_id | text | rating_numerator | rating_denominator | name | jpg_url | p1 | p1_conf | p1_dog | dog_type | |
|---|---|---|---|---|---|---|---|---|---|---|
| 558 | 786709082849828864 | This is Logan, the Chow who lived. He solemnly swears he's up to lots of good. H*ckin magical af 9.75/10 https://t.co/yBO5wuqaPS | 9.75 | 10 | Logan | https://pbs.twimg.com/media/CurzvFTXgAA2_AP.jpg | Pomeranian | 0.467321 | True | NaN |
| 617 | 778027034220126208 | This is Sophie. She's a Jubilant Bush Pupper. Super h*ckin rare. Appears at random just to smile at the locals. 11.27/10 would smile back https://t.co/QFaUiIHxHq | 11.27 | 10 | Sophie | https://pbs.twimg.com/media/Cswbc2yWcAAVsCJ.jpg | clumber | 0.946718 | True | pupper |
| 1024 | 716439118184652801 | This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq | 11.00 | 50 | Bluebert | https://pbs.twimg.com/media/CfFNk7cWAAA-hND.jpg | Siberian_husky | 0.396495 | True | NaN |
| 1533 | 680494726643068929 | Here we have uncovered an entire battalion of holiday puppers. Average of 11.26/10 https://t.co/eNm2S6p9BD | 11.26 | 10 | NaN | https://pbs.twimg.com/media/CXGaVxOWAAADjhF.jpg | kuvasz | 0.438627 | True | NaN |
pd.set_option('display.max_colwidth', -1)
dog_df.query('rating_denominator > 10')[['text', 'rating_numerator', 'rating_denominator']]
| text | rating_numerator | rating_denominator | |
|---|---|---|---|
| 363 | The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd | 84.0 | 70 |
| 733 | Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE | 165.0 | 150 |
| 890 | After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP https://t.co/XAVDNDaVgQ | 9.0 | 11 |
| 942 | Say hello to this unbelievably well behaved squad of doggos. 204/170 would try to pet all at once https://t.co/yGQI3He3xv | 204.0 | 170 |
| 987 | Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a | 4.0 | 20 |
| 1024 | This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq | 11.0 | 50 |
| 1050 | Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1 | 99.0 | 90 |
| 1075 | Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12 | 80.0 | 80 |
| 1095 | From left to right:\nCletus, Jerome, Alejandro, Burp, & Titson\nNone know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK | 45.0 | 50 |
| 1172 | Here is a whole flock of puppers. 60/50 I'll take the lot https://t.co/9dpcw6MdWa | 60.0 | 50 |
| 1254 | Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ | 44.0 | 40 |
| 1455 | Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3 | 143.0 | 130 |
| 1456 | Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 https://t.co/1zfnTJLt55 | 121.0 | 110 |
| 1483 | This is Darrel. He just robbed a 7/11 and is in a high speed police chase. Was just spotted by the helicopter 10/10 https://t.co/7EsP8LmSp5 | 7.0 | 11 |
| 1600 | IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq | 144.0 | 120 |
| 1664 | Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once https://t.co/y93p6FLvVw | 88.0 | 80 |
890 changed to 14/10
987 changed to 13/10
1024 changed to 11/10 (denominator need to be changed only as the numerator was changed before)
1483 changed to 10/10
numerators = {890:14, 987:13, 1483:10}
for i in numerators:
dog_df.loc[dog_df.index == i, 'rating_numerator'] = numerators[i]
denominators = {890:10, 997:10, 1024:10, 1483:10}
for i in denominators:
dog_df.loc[dog_df.index == i, 'rating_denominator'] = denominators[i]
pd.set_option('display.max_colwidth', -1)
dog_df.query('rating_denominator > 10')[['text', 'rating_numerator', 'rating_denominator']]
# Looks good
| text | rating_numerator | rating_denominator | |
|---|---|---|---|
| 363 | The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd | 84.0 | 70 |
| 733 | Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE | 165.0 | 150 |
| 942 | Say hello to this unbelievably well behaved squad of doggos. 204/170 would try to pet all at once https://t.co/yGQI3He3xv | 204.0 | 170 |
| 987 | Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a | 13.0 | 20 |
| 1050 | Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1 | 99.0 | 90 |
| 1075 | Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12 | 80.0 | 80 |
| 1095 | From left to right:\nCletus, Jerome, Alejandro, Burp, & Titson\nNone know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK | 45.0 | 50 |
| 1172 | Here is a whole flock of puppers. 60/50 I'll take the lot https://t.co/9dpcw6MdWa | 60.0 | 50 |
| 1254 | Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ | 44.0 | 40 |
| 1455 | Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3 | 143.0 | 130 |
| 1456 | Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 https://t.co/1zfnTJLt55 | 121.0 | 110 |
| 1600 | IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq | 144.0 | 120 |
| 1664 | Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once https://t.co/y93p6FLvVw | 88.0 | 80 |
dog_df.name.value_counts()
Charlie 11
Oliver 10
Lucy 10
Cooper 10
Tucker 9
Penny 9
Winston 8
Sadie 8
Toby 7
Daisy 7
Lola 7
Bella 6
Stanley 6
Jax 6
Koda 6
Bo 6
Scout 5
Chester 5
Louis 5
Dave 5
Rusty 5
Oscar 5
Milo 5
Bailey 5
Leo 5
Buddy 5
Brody 4
Cassie 4
Gary 4
Larry 4
..
Ben 1
Chaz 1
Rocco 1
Harrison 1
Cannon 1
Brownie 1
Yoda 1
Gordon 1
Kota 1
Corey 1
Buddah 1
Fabio 1
Emmie 1
Tango 1
William 1
Harper 1
Karll 1
Bilbo 1
Tuco 1
Roscoe 1
Fido 1
Durg 1
Tessa 1
Tove 1
Pumpkin 1
Naphaniel 1
Bones 1
Stormy 1
Aja 1
Ralph 1
Name: name, Length: 932, dtype: int64
twitter_archive_master = pd.merge(dog_df, tweet_df, how='left', on=['tweet_id'])
twitter_archive_master.head(1)
| tweet_id | text | rating_numerator | rating_denominator | name | jpg_url | p1 | p1_conf | p1_dog | dog_type | timestamp | source | expanded_urls | retweet_count | favorite_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 892420643555336193 | This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU | 13.0 | 10 | Phineas | https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg | orange | 0.097049 | False | NaN | 2017-08-01 16:23:56 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/892420643555336193/photo/1 | 7334.0 | 34952.0 |
# Save and store to a csv file
dog_df.to_csv('dog_df_clean.csv', encoding='utf-8', index=False)
tweet_df.to_csv('tweet_df_clean.csv', encoding='utf-8', index=False)
twitter_archive_master.to_csv('twitter_archive_master.csv', encoding='utf-8', index=False)
# Load clean dataset
twitter_archive_master = pd.read_csv('twitter_archive_master.csv')
twitter_archive_master.head(1)
| tweet_id | text | rating_numerator | rating_denominator | name | jpg_url | p1 | p1_conf | p1_dog | dog_type | timestamp | source | expanded_urls | retweet_count | favorite_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 892420643555336193 | This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU | 13.0 | 10 | Phineas | https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg | orange | 0.097049 | False | NaN | 2017-08-01 16:23:56 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/892420643555336193/photo/1 | 7334.0 | 34952.0 |
twitter_archive_master.name.value_counts()[:10].plot(kind='bar',
figsize=(12,6),
title='Most Popular Dog Names: WeRateDogs').set_ylabel('Number of Dogs');
sns.regplot(x=twitter_archive_master.retweet_count, y=twitter_archive_master.favorite_count)
plt.title('Retweet Counts Vs Favorite Counts')
plt.xlabel('Favorite Counts')
plt.ylabel('Retweet Counts');
twitter_archive_master.p1.value_counts()[:15].plot(kind='barh', figsize=(14,10))
plt.title('Most Popular Dog Breed Predicted')
plt.xlabel('Breed')
plt.ylabel('Breed Counts');
# Finding an image of a Golden Retreiver
twitter_archive_master.query('p1 == "golden_retriever"')
| tweet_id | text | rating_numerator | rating_denominator | name | jpg_url | p1 | p1_conf | p1_dog | dog_type | timestamp | source | expanded_urls | retweet_count | favorite_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 889531135344209921 | This is Stuart. He's sporting his favorite fanny pack. Secretly filled with bones only. 13/10 puppared puppo #BarkWeek https://t.co/y70o6h3isq | 13.0 | 10 | Stuart | https://pbs.twimg.com/media/DFg_2PVW0AEHN3p.jpg | golden_retriever | 0.953442 | True | puppo | 2017-07-24 17:02:04 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/889531135344209921/photo/1 | 1963.0 | 13784.0 |
| 16 | 888917238123831296 | This is Jim. He found a fren. Taught him how to sit like the good boys. 12/10 for both https://t.co/chxruIOUJN | 12.0 | 10 | Jim | https://pbs.twimg.com/media/DFYRgsOUQAARGhO.jpg | golden_retriever | 0.714719 | True | NaN | 2017-07-23 00:22:39 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/888917238123831296/photo/1 | 3903.0 | 26445.0 |
| 17 | 888804989199671297 | This is Zeke. He has a new stick. Very proud of it. Would like you to throw it for him without taking it. 13/10 would do my best https://t.co/HTQ77yNQ5K | 13.0 | 10 | Zeke | https://pbs.twimg.com/media/DFWra-3VYAA2piG.jpg | golden_retriever | 0.469760 | True | NaN | 2017-07-22 16:56:37 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/888804989199671297/photo/1,https://twitter.com/dog_rates/status/888804989199671297/photo/1 | 3693.0 | 23214.0 |
| 39 | 883482846933004288 | This is Bella. She hopes her smile made you smile. If not, she is also offering you her favorite monkey. 13.5/10 https://t.co/qjrljjt948 | 5.0 | 10 | Bella | https://pbs.twimg.com/media/DELC9dZXUAADqUk.jpg | golden_retriever | 0.943082 | True | NaN | 2017-07-08 00:28:19 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/883482846933004288/photo/1,https://twitter.com/dog_rates/status/883482846933004288/photo/1 | 8612.0 | 41587.0 |
| 41 | 883117836046086144 | Please only send dogs. We don't rate mechanics, no matter how h*ckin good. Thank you... 13/10 would sneak a pat https://t.co/Se5fZ9wp5E | 13.0 | 10 | NaN | https://pbs.twimg.com/media/DEF2-_hXoAAs62q.jpg | golden_retriever | 0.949562 | True | NaN | 2017-07-07 00:17:54 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/883117836046086144/photo/1,https://twitter.com/dog_rates/status/883117836046086144/photo/1 | 5781.0 | 33648.0 |
| 45 | 882268110199369728 | This is Alfy. You're witnessing his first watermelon experience. I think it was a success. 13/10 happy 4th Alfy 🇺🇸 https://t.co/fYP5RlutfA | 13.0 | 10 | Alfy | https://pbs.twimg.com/media/DD5yKdPW0AArzX8.jpg | golden_retriever | 0.762211 | True | NaN | 2017-07-04 16:01:23 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/882268110199369728/photo/1,https://twitter.com/dog_rates/status/882268110199369728/photo/1,https://twitter.com/dog_rates/status/882268110199369728/photo/1 | 10083.0 | 40598.0 |
| 53 | 880465832366813184 | This is Bella. She had her first beach experience this morning. Complete success. 12/10 would perform a sandy boop https://t.co/4VsFysDmiw | 12.0 | 10 | Bella | https://pbs.twimg.com/media/DDgK-J4XUAIEV9W.jpg | golden_retriever | 0.913255 | True | NaN | 2017-06-29 16:39:47 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/880465832366813184/photo/1,https://twitter.com/dog_rates/status/880465832366813184/photo/1,https://twitter.com/dog_rates/status/880465832366813184/photo/1,https://twitter.com/dog_rates/status/880465832366813184/photo/1 | 5424.0 | 25815.0 |
| 70 | 876484053909872640 | This is Benedict. He wants to thank you for this delightful urban walk. Hopes you know he loves you. 13/10 super duper good boy https://t.co/26BXueUgbs | 13.0 | 10 | Benedict | https://pbs.twimg.com/media/DCnll_dUQAAkBdG.jpg | golden_retriever | 0.874566 | True | NaN | 2017-06-18 16:57:37 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/876484053909872640/photo/1 | 2074.0 | 17104.0 |
| 93 | 870374049280663552 | This is Zoey. She really likes the planet. Would hate to see willful ignorance and the denial of fairly elemental science destroy it. 13/10 https://t.co/T1xlgaPujm | 13.0 | 10 | Zoey | https://pbs.twimg.com/media/DBQwlFCXkAACSkI.jpg | golden_retriever | 0.841001 | True | NaN | 2017-06-01 20:18:38 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/870374049280663552/photo/1 | 23643.0 | 76349.0 |
| 110 | 865718153858494464 | Meet Boomer. He's just checking pup on you. Hopes you had a good day. If not, he hopes he made it better. 13/10 extremely good boy https://t.co/pozUoHLkGg | 13.0 | 10 | Boomer | https://pbs.twimg.com/media/DAOmEZiXYAAcv2S.jpg | golden_retriever | 0.673664 | True | NaN | 2017-05-19 23:57:46 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/865718153858494464/photo/1 | 5048.0 | 23721.0 |
| 115 | 864197398364647424 | This is Paisley. She ate a flower just to prove she could. Savage af. 13/10 would pet so well https://t.co/cPq9fYvkzr | 13.0 | 10 | Paisley | https://pbs.twimg.com/media/C_4-8iPV0AA1Twg.jpg | golden_retriever | 0.945905 | True | NaN | 2017-05-15 19:14:50 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/864197398364647424/photo/1,https://twitter.com/dog_rates/status/864197398364647424/photo/1,https://twitter.com/dog_rates/status/864197398364647424/photo/1,https://twitter.com/dog_rates/status/864197398364647424/photo/1 | 7923.0 | 27642.0 |
| 134 | 859607811541651456 | Sorry for the lack of posts today. I came home from school and had to spend quality time with my puppo. Her name is Zoey and she's 13/10 https://t.co/BArWupFAn0 | 13.0 | 10 | NaN | https://pbs.twimg.com/media/C-3wvtxXcAUTuBE.jpg | golden_retriever | 0.895529 | True | puppo | 2017-05-03 03:17:27 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/859607811541651456/photo/1 | 1409.0 | 17378.0 |
| 137 | 858843525470990336 | I have stumbled puppon a doggo painting party. They're looking to be the next Pupcasso or Puppollock. All 13/10 would put it on the fridge https://t.co/cUeDMlHJbq | 13.0 | 10 | NaN | https://pbs.twimg.com/media/C-s5oYZXkAAMHHq.jpg | golden_retriever | 0.578120 | True | doggo | 2017-05-01 00:40:27 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/858843525470990336/photo/1 | 3164.0 | 14580.0 |
| 139 | 858107933456039936 | This is Wyatt. He had an interview earlier today. Was just told he didn't get the job. A h*ckin injustice. Still 12/10 keep your chin pup https://t.co/QXA4sCXSDF | 12.0 | 10 | Wyatt | https://pbs.twimg.com/media/C-icm_WXUAAmuRR.jpg | golden_retriever | 0.863874 | True | NaN | 2017-04-28 23:57:28 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/858107933456039936/photo/1 | 2642.0 | 14704.0 |
| 144 | 857029823797047296 | This is Zeke. He performs group cheeky wink tutorials. Pawfect execution here. 12/10 would wink back https://t.co/uMH5CLjXJu | 12.0 | 10 | Zeke | https://pbs.twimg.com/media/C-TIEwMW0AEjb55.jpg | golden_retriever | 0.968623 | True | NaN | 2017-04-26 00:33:27 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/857029823797047296/photo/1,https://twitter.com/dog_rates/status/857029823797047296/photo/1 | 3645.0 | 17634.0 |
| 159 | 852672615818899456 | This is Aspen. She's never tasted a stick so succulent. On the verge of tears. A face of pure appreciation. 12/10 https://t.co/VlyBzOXHEW | 12.0 | 10 | Aspen | https://pbs.twimg.com/media/C9VNNp1XkAEWRFb.jpg | golden_retriever | 0.711235 | True | NaN | 2017-04-13 23:59:28 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/852672615818899456/photo/1 | 2012.0 | 14144.0 |
| 185 | 846514051647705089 | This is Barney. He's an elder doggo. Hitches a ride when he gets tired. Waves goodbye before he leaves. 13/10 please come back soon https://t.co/cFAasDXauK | 13.0 | 10 | Barney | https://pbs.twimg.com/media/C79sB4xXwAEvwKY.jpg | golden_retriever | 0.650003 | True | doggo | 2017-03-28 00:07:32 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/846514051647705089/photo/1,https://twitter.com/dog_rates/status/846514051647705089/photo/1,https://twitter.com/dog_rates/status/846514051647705089/photo/1 | 10880.0 | 42672.0 |
| 187 | 846042936437604353 | Meet Jarvis. The snow pupsets him. Officially ready for summer. 12/10 would perform a chilly boop https://t.co/0hLkztpiOW | 12.0 | 10 | Jarvis | https://pbs.twimg.com/media/C72_iaUVUAEhZSn.jpg | golden_retriever | 0.961110 | True | NaN | 2017-03-26 16:55:29 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/846042936437604353/photo/1 | 2703.0 | 15327.0 |
| 210 | 840632337062862849 | Say hello to Maddie and Gunner. They are considerably pupset about bath time. Both 12/10 but Gunner needs your help\n\nhttps://t.co/JesYTzb1Jo https://t.co/5cncH08G1o | 12.0 | 10 | Maddie | https://pbs.twimg.com/media/C6qGphPV4AEKrdc.jpg | golden_retriever | 0.711148 | True | NaN | 2017-03-11 18:35:42 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://www.gofundme.com/3hgsuu0,https://twitter.com/dog_rates/status/840632337062862849/photo/1 | 1674.0 | 8693.0 |
| 220 | 837820167694528512 | Here's a pupper before and after being asked "who's a good girl?" Unsure as h*ck. 12/10 hint hint it's you https://t.co/ORiK6jlgdH | 12.0 | 10 | NaN | https://pbs.twimg.com/media/C6CI_jbVAAA3-a1.jpg | golden_retriever | 0.887625 | True | pupper | 2017-03-04 00:21:08 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/837820167694528512/photo/1,https://twitter.com/dog_rates/status/837820167694528512/photo/1 | 7492.0 | 32963.0 |
| 240 | 834209720923721728 | This is Wilson. He's aware that he has something on his face. Waiting for you to get it for him. 12/10 https://t.co/FaeinVjzTZ | 12.0 | 10 | Wilson | https://pbs.twimg.com/media/C5O1UAaWIAAMBMd.jpg | golden_retriever | 0.754799 | True | NaN | 2017-02-22 01:14:30 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/834209720923721728/photo/1,https://twitter.com/dog_rates/status/834209720923721728/photo/1 | 4542.0 | 19952.0 |
| 246 | 833479644947025920 | This is Poppy. She just arrived. 13/10 would snug passionately https://t.co/YGeSpyN8Gu | 13.0 | 10 | Poppy | https://pbs.twimg.com/media/C5EdT4jWEAARv2C.jpg | golden_retriever | 0.727039 | True | NaN | 2017-02-20 00:53:27 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/833479644947025920/photo/1,https://twitter.com/dog_rates/status/833479644947025920/photo/1,https://twitter.com/dog_rates/status/833479644947025920/photo/1 | 1956.0 | 14464.0 |
| 271 | 829141528400556032 | This is Malcolm. He goes from sneaky tongue slip to flirt wink city in a matter of seconds. 12/10 would hug softly https://t.co/rHwfySggqR | 12.0 | 10 | Malcolm | https://pbs.twimg.com/media/C4GzztSWAAA_qi4.jpg | golden_retriever | 0.573140 | True | NaN | 2017-02-08 01:35:19 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/829141528400556032/photo/1,https://twitter.com/dog_rates/status/829141528400556032/photo/1 | 7070.0 | 23722.0 |
| 275 | 828650029636317184 | Occasionally, we're sent fantastic stories. This is one of them. 14/10 for Grace https://t.co/bZ4axuH6OK | 14.0 | 10 | one | https://pbs.twimg.com/media/C3_0yhCWEAETXj2.jpg | golden_retriever | 0.649209 | True | NaN | 2017-02-06 17:02:17 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/828650029636317184/photo/1,https://twitter.com/dog_rates/status/828650029636317184/photo/1,https://twitter.com/dog_rates/status/828650029636317184/photo/1 | 1292.0 | 9279.0 |
| 286 | 827324948884643840 | This is Ralphie. He's being treated for an overactive funny bone, which is no joke. 12/10 would try to pet with a straight face https://t.co/UU3KqQF5n5 | 12.0 | 10 | Ralphie | https://pbs.twimg.com/media/C3s_pYrXAAA1eqZ.jpg | golden_retriever | 0.352486 | True | NaN | 2017-02-03 01:16:53 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/827324948884643840/photo/1 | 2922.0 | 15435.0 |
| 288 | 826958653328592898 | This is Loki. He smiles like Elvis. Ain't nothin but a hound doggo. 12/10 https://t.co/QV5nx6otZR | 12.0 | 10 | Loki | https://pbs.twimg.com/media/C3nygbBWQAAjwcW.jpg | golden_retriever | 0.617389 | True | doggo | 2017-02-02 01:01:21 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/826958653328592898/photo/1 | 4811.0 | 21027.0 |
| 315 | 821886076407029760 | This is Jimison. He was just called a good boy. 13/10 https://t.co/djMep7mGkV | 13.0 | 10 | Jimison | https://pbs.twimg.com/media/C2ftAxnWIAEUdAR.jpg | golden_retriever | 0.266238 | True | NaN | 2017-01-19 01:04:45 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/821886076407029760/photo/1 | 2237.0 | 11058.0 |
| 316 | 821765923262631936 | This is Duchess. She uses dark doggo forces to levitate her toys. 13/10 magical af https://t.co/maDNMETA52 | 13.0 | 10 | Duchess | https://pbs.twimg.com/media/C2d_vnHWEAE9phX.jpg | golden_retriever | 0.980071 | True | doggo | 2017-01-18 17:07:18 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/821765923262631936/photo/1 | 1614.0 | 8203.0 |
| 322 | 820749716845686786 | Meet Sunny. He can take down a polar bear in one fell swoop. Fr*cken deadly af. 13/10 would pet with caution https://t.co/EMq8Ud6Ze1 | 13.0 | 10 | Sunny | https://pbs.twimg.com/media/C2PjgjQXcAAc4Uu.jpg | golden_retriever | 0.838012 | True | NaN | 2017-01-15 21:49:15 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/820749716845686786/photo/1,https://twitter.com/dog_rates/status/820749716845686786/photo/1 | 9588.0 | 30878.0 |
| 338 | 818145370475810820 | This is Autumn. Her favorite toy is a cheeseburger. She takes it everywhere. 11/10 https://t.co/JlPug12E5Z | 11.0 | 10 | Autumn | https://pbs.twimg.com/media/C1qi26rW8AMaj9K.jpg | golden_retriever | 0.621931 | True | NaN | 2017-01-08 17:20:31 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/818145370475810820/photo/1,https://twitter.com/dog_rates/status/818145370475810820/photo/1,https://twitter.com/dog_rates/status/818145370475810820/photo/1 | 2478.0 | 12020.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 1240 | 688385280030670848 | This is Louis. He's takes top-notch selfies. 12/10 would snapchat with https://t.co/vz2DukO0th | 12.0 | 10 | Louis | https://pbs.twimg.com/media/CY2iwGNWUAI5zWi.jpg | golden_retriever | 0.900437 | True | NaN | 2016-01-16 15:40:14 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/688385280030670848/photo/1,https://twitter.com/dog_rates/status/688385280030670848/photo/1,https://twitter.com/dog_rates/status/688385280030670848/photo/1,https://twitter.com/dog_rates/status/688385280030670848/photo/1 | 4255.0 | 8891.0 |
| 1282 | 685325112850124800 | "Tristan do not speak to me with that kind of tone or I will take away the Xbox." 10/10 https://t.co/VGPH0TfESw | 10.0 | 10 | NaN | https://pbs.twimg.com/media/CYLDikFWEAAIy1y.jpg | golden_retriever | 0.586937 | True | NaN | 2016-01-08 05:00:14 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/685325112850124800/photo/1 | 3764.0 | 9040.0 |
| 1302 | 684225744407494656 | Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3 | 143.0 | 130 | NaN | https://pbs.twimg.com/media/CX7br3HWsAAQ9L1.jpg | golden_retriever | 0.203249 | True | NaN | 2016-01-05 04:11:44 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/684225744407494656/photo/1,https://twitter.com/dog_rates/status/684225744407494656/photo/1 | 196.0 | 1192.0 |
| 1325 | 683098815881154561 | aahhhhkslaldhwnxmzbbs 12/10 for being da smooshiest https://t.co/UOPdXmUz4H | 12.0 | 10 | NaN | https://pbs.twimg.com/media/CXrawAhWkAAWSxC.jpg | golden_retriever | 0.889848 | True | NaN | 2016-01-02 01:33:43 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/683098815881154561/photo/1 | 624.0 | 2086.0 |
| 1385 | 680100725817409536 | This pupper is not coming inside until she catches a snowflake on her tongue. 11/10 the determination is palpable https://t.co/lvMYbmKq8H | 11.0 | 10 | NaN | https://pbs.twimg.com/media/CW-loUBWYAAn2Cb.jpg | golden_retriever | 0.698961 | True | pupper | 2015-12-24 19:00:23 | <a href="https://about.twitter.com/products/tweetdeck" rel="nofollow">TweetDeck</a> | https://twitter.com/dog_rates/status/680100725817409536/photo/1 | 1302.0 | 3437.0 |
| 1428 | 678341075375947776 | This pupper likes tape. 12/10 https://t.co/cSp6w5GWgm | 12.0 | 10 | NaN | https://pbs.twimg.com/media/CWnznDTU4AAa-6P.jpg | golden_retriever | 0.853284 | True | pupper | 2015-12-19 22:28:09 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/678341075375947776/photo/1 | 504.0 | 1640.0 |
| 1477 | 676470639084101634 | Three generations of pupper. 11/10 for all https://t.co/tAmQYvzrau | 11.0 | 10 | NaN | https://pbs.twimg.com/media/CWNOdIpWoAAWid2.jpg | golden_retriever | 0.790386 | True | pupper | 2015-12-14 18:35:43 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/676470639084101634/photo/1 | 4379.0 | 10988.0 |
| 1479 | 676430933382295552 | Meet Duke. He's an Urban Parmesan. They know he's scared of the green rubber dog. "Why u do dis?" thinks Duke. 10/10 https://t.co/3bim9U5Idr | 10.0 | 10 | Duke | https://pbs.twimg.com/media/CWMqV7WUYAEEClG.jpg | golden_retriever | 0.583875 | True | NaN | 2015-12-14 15:57:56 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/676430933382295552/photo/1 | 317.0 | 1320.0 |
| 1493 | 675870721063669760 | & this is Yoshi. Another world record contender 11/10 (what the hell is happening why are there so many contenders?) https://t.co/QG708dDNH6 | 11.0 | 10 | NaN | https://pbs.twimg.com/media/CWEs1b-WEAEhq82.jpg | golden_retriever | 0.263892 | True | NaN | 2015-12-13 02:51:51 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/675870721063669760/photo/1 | 527.0 | 1535.0 |
| 1500 | 675740360753160193 | Here's a pupper licking in slow motion. 12/10 please enjoy https://t.co/AUJi8ujxw9 | 12.0 | 10 | NaN | https://pbs.twimg.com/ext_tw_video_thumb/675740268751138818/pu/img/dVaVeFAVT-lk_1ZV.jpg | golden_retriever | 0.800495 | True | pupper | 2015-12-12 18:13:51 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/675740360753160193/video/1 | 316.0 | 1104.0 |
| 1521 | 675147105808306176 | When you're presenting a group project and the 4th guy tells the teacher that he did all the work. 10/10 https://t.co/f50mbB4UWS | 10.0 | 10 | NaN | https://pbs.twimg.com/media/CV6atgoWcAEsdv6.jpg | golden_retriever | 0.949215 | True | NaN | 2015-12-11 02:56:28 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/675147105808306176/photo/1 | 215.0 | 879.0 |
| 1557 | 674422304705744896 | This is Ava. She doesn't understand flowers. 12/10 would caress firmly https://t.co/BxTJAFSIgk | 12.0 | 10 | Ava | https://pbs.twimg.com/media/CVwHgblWcAACWOD.jpg | golden_retriever | 0.964497 | True | NaN | 2015-12-09 02:56:22 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/674422304705744896/photo/1 | 495.0 | 1334.0 |
| 1589 | 673708611235921920 | This is Riley. She's just an adorable football fan. 12/10 I'd watch the sports with her https://t.co/kLV8zUCfc8 | 12.0 | 10 | Riley | https://pbs.twimg.com/media/CVl-Z0dWcAAs7wr.jpg | golden_retriever | 0.936333 | True | NaN | 2015-12-07 03:40:24 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/673708611235921920/photo/1 | 262.0 | 994.0 |
| 1608 | 673352124999274496 | *lets out a tiny screech and then goes into complete cardiac arrest* 12/10 https://t.co/az5PLGzVNJ | 12.0 | 10 | NaN | https://pbs.twimg.com/media/CVg6L2hWIAAYuEb.jpg | golden_retriever | 0.672808 | True | NaN | 2015-12-06 04:03:51 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/673352124999274496/photo/1 | 495.0 | 1554.0 |
| 1615 | 673295268553605120 | Meet Eve. She's a raging alcoholic 8/10 (would b 11/10 but pupper alcoholism is a tragic issue that I can't condone) https://t.co/U36HYQIijg | 8.0 | 10 | Eve | https://pbs.twimg.com/media/CVgGc9hWIAIe1bn.jpg | golden_retriever | 0.889241 | True | pupper | 2015-12-06 00:17:55 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/673295268553605120/photo/1 | 2903.0 | 6993.0 |
| 1636 | 672622327801233409 | This lil pupper is sad because we haven't found Kony yet. RT to spread awareness. 12/10 would pet firmly https://t.co/Cv7dRdcMvQ | 12.0 | 10 | NaN | https://pbs.twimg.com/media/CVWicBbUYAIomjC.jpg | golden_retriever | 0.952773 | True | pupper | 2015-12-04 03:43:54 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/672622327801233409/photo/1 | 439.0 | 1194.0 |
| 1644 | 672523490734551040 | When she says she'll be ready in a minute but you've been waiting in the car for almost an hour. 10/10 https://t.co/EH0N3dFKUi | 10.0 | 10 | NaN | https://pbs.twimg.com/media/CVVIjGbWwAAxkN0.jpg | golden_retriever | 0.565981 | True | NaN | 2015-12-03 21:11:09 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/672523490734551040/photo/1 | 151.0 | 580.0 |
| 1809 | 669363888236994561 | Here we have a Gingivitis Pumpernickel named Zeus. Unmatched tennis ball capacity. 10/10 would highly recommend https://t.co/jPkd7hhX7m | 10.0 | 10 | NaN | https://pbs.twimg.com/media/CUoO1TLWsAA0Z3w.jpg | golden_retriever | 0.539004 | True | NaN | 2015-11-25 03:56:01 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/669363888236994561/photo/1 | 208.0 | 579.0 |
| 1815 | 669327207240699904 | Just got home from college. Dis my dog. She does all my homework. Big red turd in background. 13/10 no bias at all https://t.co/6WGFp9cuj6 | 13.0 | 10 | NaN | https://pbs.twimg.com/media/CUntin8WIAADmLk.jpg | golden_retriever | 0.919584 | True | NaN | 2015-11-25 01:30:16 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/669327207240699904/photo/1 | 112.0 | 532.0 |
| 1817 | 669216679721873412 | This is Clarq. He's a golden Quetzalcoatl. Clarq enjoys eating his own foot. Damn it Clarq. 8/10 would pet firmly https://t.co/d8ybynaRwZ | 8.0 | 10 | Clarq | https://pbs.twimg.com/media/CUmJBS5WUAAKtrP.jpg | golden_retriever | 0.992758 | True | NaN | 2015-11-24 18:11:04 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/669216679721873412/photo/1 | 366.0 | 1100.0 |
| 1830 | 668979806671884288 | This is Chaz. He's an X Games half pipe superstar. 6 gold medals. Lost back legs saving a baby from a tornado 12/10 https://t.co/uxdOfblUB0 | 12.0 | 10 | Chaz | https://pbs.twimg.com/media/CUixld6WoAArDrJ.jpg | golden_retriever | 0.608537 | True | NaN | 2015-11-24 02:29:49 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/668979806671884288/photo/1 | 316.0 | 735.0 |
| 1838 | 668852170888998912 | Say hello to Bobb. Bobb is a Golden High Fescue & a proud father of 8. Bobb sleeps while the little pups play. 11/10 https://t.co/OmxouCZ8IY | 11.0 | 10 | Bobb | https://pbs.twimg.com/media/CUg9gBvWoAAmx-2.jpg | golden_retriever | 0.903529 | True | NaN | 2015-11-23 18:02:38 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/668852170888998912/photo/1 | 147.0 | 420.0 |
| 1866 | 668286279830867968 | Meet Rusty. Rusty's dreaming of a world where Twitter never got rid of favorites. Looks like a happy world. 11/10 https://t.co/C8U6cxI1Jc | 11.0 | 10 | Rusty | https://pbs.twimg.com/media/CUY60usWoAAdBxx.jpg | golden_retriever | 0.215944 | True | NaN | 2015-11-22 04:33:59 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/668286279830867968/photo/1 | 125.0 | 465.0 |
| 1905 | 667530908589760512 | Meet Naphaniel. He doesn't necessarily enjoy his day job, but he's damn good at it. 10/10 https://t.co/xoRWyQTcmy | 10.0 | 10 | Naphaniel | https://pbs.twimg.com/media/CUOL0uGUkAAx7yh.jpg | golden_retriever | 0.633037 | True | NaN | 2015-11-20 02:32:25 | <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a> | https://twitter.com/dog_rates/status/667530908589760512/photo/1 | 218.0 | 432.0 |
| 1921 | 667211855547486208 | This is Genevieve. She is a golden retriever cocktail mix. Comfortable close to wall. Shows no emotions. 9/10 https://t.co/azEoGqVonH | 9.0 | 10 | Genevieve | https://pbs.twimg.com/media/CUJppKJWoAA75NP.jpg | golden_retriever | 0.462556 | True | NaN | 2015-11-19 05:24:37 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/667211855547486208/photo/1 | 220.0 | 445.0 |
| 1925 | 667182792070062081 | This is Timison. He just told an awful joke but is still hanging on to the hope that you'll laugh with him. 10/10 https://t.co/s2yYuHabWl | 10.0 | 10 | Timison | https://pbs.twimg.com/media/CUJPNjOWsAAZRqP.jpg | golden_retriever | 0.949892 | True | NaN | 2015-11-19 03:29:07 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/667182792070062081/photo/1 | 5546.0 | 13096.0 |
| 1931 | 667160273090932737 | This is Bradlay. He is a Ronaldinho Matsuyama mix. Can also mountain bike (wow). Loves that blue light lime. 11/10 https://t.co/DKhgkMx4N1 | 11.0 | 10 | Bradlay | https://pbs.twimg.com/media/CUI6uuaW4AAvCIs.jpg | golden_retriever | 0.471351 | True | NaN | 2015-11-19 01:59:39 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/667160273090932737/photo/1 | 55.0 | 232.0 |
| 1939 | 667044094246576128 | 12/10 gimme now https://t.co/QZAnwgnOMB | 12.0 | 10 | NaN | https://pbs.twimg.com/media/CUHREBXXAAE6A9b.jpg | golden_retriever | 0.765266 | True | NaN | 2015-11-18 18:17:59 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/667044094246576128/photo/1 | 44.0 | 172.0 |
| 1970 | 666345417576210432 | Look at this jokester thinking seat belt laws don't apply to him. Great tongue tho 10/10 https://t.co/VFKG1vxGjB | 10.0 | 10 | NaN | https://pbs.twimg.com/media/CT9Vn7PWoAA_ZCM.jpg | golden_retriever | 0.858744 | True | NaN | 2015-11-16 20:01:42 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/666345417576210432/photo/1 | 128.0 | 266.0 |
| 1983 | 666063827256086533 | This is the happiest dog you will ever see. Very committed owner. Nice couch. 10/10 https://t.co/RhUEAloehK | 10.0 | 10 | NaN | https://pbs.twimg.com/media/CT5Vg_wXIAAXfnj.jpg | golden_retriever | 0.775930 | True | NaN | 2015-11-16 01:22:45 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/666063827256086533/photo/1 | 188.0 | 429.0 |
139 rows × 15 columns
# Finding the tweet with the most favorites
twitter_archive_master.iloc[twitter_archive_master.favorite_count.idxmax()]
tweet_id 744234799360020481 text Here's a doggo realizing you can stand in a pool. 13/10 enlightened af (vid by Tina Conrad) https://t.co/7wE9LTEXC4 rating_numerator 13 rating_denominator 10 name NaN jpg_url https://pbs.twimg.com/ext_tw_video_thumb/744234667679821824/pu/img/1GaWmtJtdqzZV7jy.jpg p1 Labrador_retriever p1_conf 0.825333 p1_dog True dog_type doggo timestamp 2016-06-18 18:26:18 source <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> expanded_urls https://twitter.com/dog_rates/status/744234799360020481/video/1 retweet_count 74099 favorite_count 150181 Name: 775, dtype: object
twitter_archive_master.iloc[twitter_archive_master.retweet_count.idxmax()]
tweet_id 744234799360020481 text Here's a doggo realizing you can stand in a pool. 13/10 enlightened af (vid by Tina Conrad) https://t.co/7wE9LTEXC4 rating_numerator 13 rating_denominator 10 name NaN jpg_url https://pbs.twimg.com/ext_tw_video_thumb/744234667679821824/pu/img/1GaWmtJtdqzZV7jy.jpg p1 Labrador_retriever p1_conf 0.825333 p1_dog True dog_type doggo timestamp 2016-06-18 18:26:18 source <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> expanded_urls https://twitter.com/dog_rates/status/744234799360020481/video/1 retweet_count 74099 favorite_count 150181 Name: 775, dtype: object
twitter_archive_master.iloc[twitter_archive_master.rating_numerator.idxmax()]
tweet_id 749981277374128128 text This is Atticus. He's quite simply America af. 1776/10 https://t.co/GRXwMxLBkh rating_numerator 1776 rating_denominator 10 name Atticus jpg_url https://pbs.twimg.com/media/CmgBZ7kWcAAlzFD.jpg p1 bow_tie p1_conf 0.533941 p1_dog False dog_type NaN timestamp 2016-07-04 15:00:45 source <a href="https://about.twitter.com/products/tweetdeck" rel="nofollow">TweetDeck</a> expanded_urls https://twitter.com/dog_rates/status/749981277374128128/photo/1 retweet_count 2373 favorite_count 4939 Name: 726, dtype: object
twitter_archive_master.dog_type.value_counts().plot(kind='bar', figsize=(12,7))
plt.title('Dog Types: WeRateDogs')
plt.xlabel('Dog Type')
plt.ylabel('Dog Counts');
# 5 random images of dogs because why not!
twitter_archive_master.sample(5)
| tweet_id | text | rating_numerator | rating_denominator | name | jpg_url | p1 | p1_conf | p1_dog | dog_type | timestamp | source | expanded_urls | retweet_count | favorite_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 657 | 759047813560868866 | This is Spencer. He's part of the Queen's Guard. Takes his job very seriously. 11/10 https://t.co/8W5iSOgXfx | 11.0 | 10 | Spencer | https://pbs.twimg.com/media/Coit84_VYAEMtLi.jpg | Labrador_retriever | 0.778546 | True | NaN | 2016-07-29 15:27:55 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/759047813560868866/photo/1,https://twitter.com/dog_rates/status/759047813560868866/photo/1 | 1929.0 | 6279.0 |
| 1585 | 673887867907739649 | When you're having a great time sleeping and your mom comes in and turns on the lights. 10/10 https://t.co/6qYd6BNSPd | 10.0 | 10 | NaN | https://pbs.twimg.com/media/CVoha_IU4AAZ7vi.jpg | Brabancon_griffon | 0.216767 | True | NaN | 2015-12-07 15:32:42 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/673887867907739649/photo/1,https://twitter.com/dog_rates/status/673887867907739649/photo/1 | 235.0 | 877.0 |
| 219 | 838083903487373313 | This is Daisy. She's puppears to be rare as all h*ck. Only seven like her currently domesticated. 13/10 pettable af https://t.co/meUc8jufAO | 13.0 | 10 | Daisy | https://pbs.twimg.com/media/C6F42cGUYAAIKsX.jpg | chow | 0.800975 | True | NaN | 2017-03-04 17:49:08 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/838083903487373313/photo/1,https://twitter.com/dog_rates/status/838083903487373313/photo/1 | 2969.0 | 17064.0 |
| 385 | 810984652412424192 | Meet Sam. She smiles 24/7 & secretly aspires to be a reindeer. \nKeep Sam smiling by clicking and sharing this link:\nhttps://t.co/98tB8y7y7t https://t.co/LouL5vdvxx | 24.0 | 7 | Sam | https://pbs.twimg.com/media/C0EyPZbXAAAceSc.jpg | golden_retriever | 0.871342 | True | NaN | 2016-12-19 23:06:23 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://www.gofundme.com/sams-smile,https://twitter.com/dog_rates/status/810984652412424192/photo/1 | 1391.0 | 5218.0 |
| 650 | 759923798737051648 | We only rate dogs... this is a Taiwanese Guide Walrus. Im getting real heckin tired of this. Please send dogs. 10/10 https://t.co/49hkNAsubi | 10.0 | 10 | NaN | https://pbs.twimg.com/media/CovKqSYVIAAUbUW.jpg | Labrador_retriever | 0.324579 | True | NaN | 2016-08-01 01:28:46 | <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> | https://twitter.com/dog_rates/status/759923798737051648/photo/1 | 5416.0 | 14244.0 |
WeRateDogs (https://twitter.com/dog_rates?s=20) uses a unique rating system and "doggo language" to share and celebrate dogs from all over the world. Their cute and quirky ratings and captions capture the hearts of nearly 8.9 Million followers.
With proper data wrangling, assessing, cleaning and visualizing, we can learn unique insights from this twitter account. Without proper cleaning, many of the insights gathered in this document would not of been as apparant.
An example of what could have been missed without proper data gathering: Breed Prediction table. This was an additional dataset that brought a lot of value by showing the most represented breeds.
Additionally, an example have what could of been missed without proper data cleaning: Some of the numerator and denominator values were incorrect. These are all heckin' good pups, and they all deserve their true ratings.
This project emphasizes how important it is to gather your data, assess and clean it properly to get the most accurate results.